{
  "inputs": {
    "heatmap": "mvp_expert_heatmap.parquet",
    "questions": "mvp_question_summary.parquet",
    "manifest": "mvp_manifest.json"
  },
  "trace_rows": 76604880,
  "questions": 291,
  "experts": 256,
  "layer_expert_pairs": 10061,
  "global_stats": {
    "expert_importance": {
      "total": 454967409.551472,
      "n": 256,
      "gini": 0.5077922684330742,
      "hhi": 0.008195238642133725,
      "effective_n_hhi": 122.02207204299769,
      "entropy": 5.1104626735468575,
      "effective_n_entropy": 165.74702389942559,
      "top1_share": 0.02295073648993281,
      "top5_share": 0.1023818043580193,
      "top10_share": 0.17710862071657424,
      "top20_share": 0.29653931363197633
    },
    "expert_frequency": {
      "total": 76604880.0,
      "n": 256,
      "gini": 0.18773401526035283,
      "hhi": 0.004363391254383154,
      "effective_n_hhi": 229.17953988092881,
      "entropy": 5.489553189768913,
      "effective_n_entropy": 242.1489880378139,
      "top1_share": 0.009104393871513147,
      "top5_share": 0.03997219237207864,
      "top10_share": 0.07524877005224734,
      "top20_share": 0.13942477293874747
    },
    "layer_expert_importance": {
      "total": 454967409.551472,
      "n": 10061,
      "gini": 0.9286187615579211,
      "hhi": 0.003652644695591949,
      "effective_n_hhi": 273.7742330117164,
      "entropy": 6.572382079007904,
      "effective_n_entropy": 715.071172006477,
      "top1_share": 0.020223975153568944,
      "top5_share": 0.0776394248508599,
      "top10_share": 0.12533822981652332,
      "top20_share": 0.18865583455459206
    },
    "layer_expert_frequency": {
      "total": 76604880.0,
      "n": 10061,
      "gini": 0.6294159780868309,
      "hhi": 0.0003635205103319139,
      "effective_n_hhi": 2750.8764198392705,
      "entropy": 8.461173285319004,
      "effective_n_entropy": 4727.601570418773,
      "top1_share": 0.002456632005689455,
      "top5_share": 0.009801085779391601,
      "top10_share": 0.017677489998026236,
      "top20_share": 0.031475710163634485
    }
  },
  "cutoffs": [
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": 0.2,
      "count_needed": 12.0,
      "share_of_entities": 0.046875,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": 0.5,
      "count_needed": 45.0,
      "share_of_entities": 0.17578125,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": 0.8,
      "count_needed": 111.0,
      "share_of_entities": 0.43359375,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": 0.9,
      "count_needed": 155.0,
      "share_of_entities": 0.60546875,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": 0.95,
      "count_needed": 189.0,
      "share_of_entities": 0.73828125,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.2,
      "count_used": 52.0,
      "mass_captured": 0.5485272811
    },
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.5,
      "count_used": 128.0,
      "mass_captured": 0.8461321188
    },
    {
      "metric": "expert importance",
      "entity": "expert_id",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.8,
      "count_used": 205.0,
      "mass_captured": 0.9678155983
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": 0.2,
      "count_needed": 31.0,
      "share_of_entities": 0.12109375,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": 0.5,
      "count_needed": 95.0,
      "share_of_entities": 0.37109375,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": 0.8,
      "count_needed": 178.0,
      "share_of_entities": 0.6953125,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": 0.9,
      "count_needed": 213.0,
      "share_of_entities": 0.83203125,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": 0.95,
      "count_needed": 233.0,
      "share_of_entities": 0.91015625,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.2,
      "count_used": 52.0,
      "mass_captured": 0.3112907951
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.5,
      "count_used": 128.0,
      "mass_captured": 0.6320744188
    },
    {
      "metric": "expert activation frequency",
      "entity": "expert_id",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.8,
      "count_used": 205.0,
      "mass_captured": 0.88072722
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": 0.2,
      "count_needed": 22.0,
      "share_of_entities": 0.0021866614,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": 0.5,
      "count_needed": 110.0,
      "share_of_entities": 0.0109333068,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": 0.8,
      "count_needed": 472.0,
      "share_of_entities": 0.0469138257,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": 0.9,
      "count_needed": 949.0,
      "share_of_entities": 0.0943246198,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": 0.95,
      "count_needed": 1594.0,
      "share_of_entities": 0.1584335553,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.2,
      "count_used": 2013.0,
      "mass_captured": 0.9660464975
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.5,
      "count_used": 5031.0,
      "mass_captured": 0.9966119244
    },
    {
      "metric": "layer-expert importance",
      "entity": "layer_expert",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.8,
      "count_used": 8049.0,
      "mass_captured": 0.9998614265
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": 0.2,
      "count_needed": 223.0,
      "share_of_entities": 0.0221647948,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": 0.5,
      "count_needed": 1105.0,
      "share_of_entities": 0.1098300368,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": 0.8,
      "count_needed": 3395.0,
      "share_of_entities": 0.3374416062,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": 0.9,
      "count_needed": 4939.0,
      "share_of_entities": 0.4909054766,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": 0.95,
      "count_needed": 6152.0,
      "share_of_entities": 0.6114700328,
      "top_entity_fraction": null,
      "count_used": null,
      "mass_captured": null
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.2,
      "count_used": 2013.0,
      "mass_captured": 0.6541773709
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.5,
      "count_used": 5031.0,
      "mass_captured": 0.9045870968
    },
    {
      "metric": "layer-expert activation frequency",
      "entity": "layer_expert",
      "mass_threshold": null,
      "count_needed": null,
      "share_of_entities": null,
      "top_entity_fraction": 0.8,
      "count_used": 8049.0,
      "mass_captured": 0.9907444669
    }
  ],
  "top_20_experts_by_importance": [
    {
      "expert_id": 209,
      "activation_count": 519228,
      "router_weight_mass": 63351.0799138286,
      "contribution_l2_sum": 145132.9567642586,
      "importance_score": 10441837.128123173,
      "active_questions": 291,
      "activation_count_share": 0.0067780016,
      "router_weight_mass_share": 0.0066158792,
      "contribution_l2_sum_share": 0.0084953228,
      "importance_score_share": 0.0229507365,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 31,
      "activation_count": 470490,
      "router_weight_mass": 62369.0584953109,
      "contribution_l2_sum": 190777.4189323948,
      "importance_score": 9548861.12738091,
      "active_questions": 291,
      "activation_count_share": 0.0061417758,
      "router_weight_mass_share": 0.0065133248,
      "contribution_l2_sum_share": 0.0111671105,
      "importance_score_share": 0.0209880113,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 221,
      "activation_count": 472993,
      "router_weight_mass": 71316.1697138973,
      "contribution_l2_sum": 98554.3541294776,
      "importance_score": 9497220.934157675,
      "active_questions": 291,
      "activation_count_share": 0.00617445,
      "router_weight_mass_share": 0.0074476894,
      "contribution_l2_sum_share": 0.0057688555,
      "importance_score_share": 0.0208745082,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-54-54.2 (SUPG); scicode-54-54.1 (SUPG); scicode-54-54.3 (SUPG)"
    },
    {
      "expert_id": 230,
      "activation_count": 309188,
      "router_weight_mass": 41344.5830880676,
      "contribution_l2_sum": 139924.0661167463,
      "importance_score": 8607625.829336345,
      "active_questions": 291,
      "activation_count_share": 0.0040361397,
      "router_weight_mass_share": 0.004317697,
      "contribution_l2_sum_share": 0.0081904216,
      "importance_score_share": 0.0189192141,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 130,
      "activation_count": 697441,
      "router_weight_mass": 98118.7516776985,
      "contribution_l2_sum": 146656.7086333559,
      "importance_score": 8484839.294975545,
      "active_questions": 291,
      "activation_count_share": 0.0091043939,
      "router_weight_mass_share": 0.0102467363,
      "contribution_l2_sum_share": 0.0085845153,
      "importance_score_share": 0.0186493343,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)"
    },
    {
      "expert_id": 64,
      "activation_count": 608325,
      "router_weight_mass": 78352.318518372,
      "contribution_l2_sum": 171019.05971842,
      "importance_score": 7205275.927526823,
      "active_questions": 291,
      "activation_count_share": 0.0079410737,
      "router_weight_mass_share": 0.0081824884,
      "contribution_l2_sum_share": 0.0100105596,
      "importance_score_share": 0.0158369056,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat); scicode-13-13.5 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 52,
      "activation_count": 292328,
      "router_weight_mass": 40501.9814269593,
      "contribution_l2_sum": 134446.9142303626,
      "importance_score": 6990213.148054128,
      "active_questions": 291,
      "activation_count_share": 0.0038160493,
      "router_weight_mass_share": 0.0042297024,
      "contribution_l2_sum_share": 0.0078698179,
      "importance_score_share": 0.0153642063,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 118,
      "activation_count": 544294,
      "router_weight_mass": 71761.3065073848,
      "contribution_l2_sum": 157022.0415807872,
      "importance_score": 6919788.277704322,
      "active_questions": 291,
      "activation_count_share": 0.0071052131,
      "router_weight_mass_share": 0.0074941759,
      "contribution_l2_sum_share": 0.0091912475,
      "importance_score_share": 0.0152094153,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 90,
      "activation_count": 575565,
      "router_weight_mass": 79265.426580516,
      "contribution_l2_sum": 122488.6268889985,
      "importance_score": 6458331.55472113,
      "active_questions": 291,
      "activation_count_share": 0.0075134247,
      "router_weight_mass_share": 0.0082778461,
      "contribution_l2_sum_share": 0.0071698424,
      "importance_score_share": 0.014195152,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)"
    },
    {
      "expert_id": 169,
      "activation_count": 293399,
      "router_weight_mass": 37400.1238611948,
      "contribution_l2_sum": 107651.9837703369,
      "importance_score": 6424657.15467391,
      "active_questions": 291,
      "activation_count_share": 0.0038300301,
      "router_weight_mass_share": 0.0039057693,
      "contribution_l2_sum_share": 0.006301383,
      "importance_score_share": 0.0141211371,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 201,
      "activation_count": 480424,
      "router_weight_mass": 69605.9157177545,
      "contribution_l2_sum": 136981.3909975663,
      "importance_score": 5949876.736586603,
      "active_questions": 291,
      "activation_count_share": 0.0062714542,
      "router_weight_mass_share": 0.0072690842,
      "contribution_l2_sum_share": 0.0080181729,
      "importance_score_share": 0.0130775889,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-18-18.2 (NURBS); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger)"
    },
    {
      "expert_id": 121,
      "activation_count": 541786,
      "router_weight_mass": 69547.2310927672,
      "contribution_l2_sum": 123108.1071098974,
      "importance_score": 5891240.116640933,
      "active_questions": 291,
      "activation_count_share": 0.0070724737,
      "router_weight_mass_share": 0.0072629556,
      "contribution_l2_sum_share": 0.0072061035,
      "importance_score_share": 0.012948708,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 140,
      "activation_count": 372033,
      "router_weight_mass": 52089.3533750641,
      "contribution_l2_sum": 101728.5202032875,
      "importance_score": 5841048.720894131,
      "active_questions": 291,
      "activation_count_share": 0.0048565183,
      "router_weight_mass_share": 0.0054397947,
      "contribution_l2_sum_share": 0.0059546545,
      "importance_score_share": 0.0128383893,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 73,
      "activation_count": 406447,
      "router_weight_mass": 52998.5604995951,
      "contribution_l2_sum": 111720.9516597077,
      "importance_score": 5786315.59550306,
      "active_questions": 291,
      "activation_count_share": 0.0053057586,
      "router_weight_mass_share": 0.005534745,
      "contribution_l2_sum_share": 0.0065395591,
      "importance_score_share": 0.0127180881,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 134,
      "activation_count": 584087,
      "router_weight_mass": 72328.612305916,
      "contribution_l2_sum": 142663.0108697816,
      "importance_score": 5345822.403943384,
      "active_questions": 291,
      "activation_count_share": 0.0076246709,
      "router_weight_mass_share": 0.0075534208,
      "contribution_l2_sum_share": 0.0083507451,
      "importance_score_share": 0.0117499018,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 146,
      "activation_count": 265222,
      "router_weight_mass": 34234.6793745595,
      "contribution_l2_sum": 114928.8728002741,
      "importance_score": 5331744.175872954,
      "active_questions": 291,
      "activation_count_share": 0.0034622076,
      "router_weight_mass_share": 0.0035751956,
      "contribution_l2_sum_share": 0.006727334,
      "importance_score_share": 0.0117189585,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-60-60.5 (Widom_particle_insertion); scicode-77-77.4 (Berendsen_thermostat)"
    },
    {
      "expert_id": 96,
      "activation_count": 288969,
      "router_weight_mass": 37888.5312819379,
      "contribution_l2_sum": 110758.8798874276,
      "importance_score": 5291346.048055704,
      "active_questions": 291,
      "activation_count_share": 0.0037722009,
      "router_weight_mass_share": 0.0039567747,
      "contribution_l2_sum_share": 0.0064832445,
      "importance_score_share": 0.011630165,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-79-79.4 (Nose_Hoover_chain_thermostat)"
    },
    {
      "expert_id": 251,
      "activation_count": 515632,
      "router_weight_mass": 69754.0535846335,
      "contribution_l2_sum": 152025.1054335248,
      "importance_score": 5048734.134001999,
      "active_questions": 291,
      "activation_count_share": 0.0067310594,
      "router_weight_mass_share": 0.0072845545,
      "contribution_l2_sum_share": 0.0088987531,
      "importance_score_share": 0.0110969138,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 226,
      "activation_count": 547163,
      "router_weight_mass": 67328.6052890632,
      "contribution_l2_sum": 145062.9608426307,
      "importance_score": 4963257.895340636,
      "active_questions": 291,
      "activation_count_share": 0.0071426651,
      "router_weight_mass_share": 0.0070312601,
      "contribution_l2_sum_share": 0.0084912256,
      "importance_score_share": 0.0109090405,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)"
    },
    {
      "expert_id": 117,
      "activation_count": 596647,
      "router_weight_mass": 73929.3234560274,
      "contribution_l2_sum": 124021.4454136665,
      "importance_score": 4887687.149818449,
      "active_questions": 291,
      "activation_count_share": 0.0077886291,
      "router_weight_mass_share": 0.0077205862,
      "contribution_l2_sum_share": 0.0072595656,
      "importance_score_share": 0.010742939,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)"
    }
  ],
  "top_50_experts_by_importance": [
    {
      "expert_id": 209,
      "activation_count": 519228,
      "router_weight_mass": 63351.0799138286,
      "contribution_l2_sum": 145132.9567642586,
      "importance_score": 10441837.128123173,
      "active_questions": 291,
      "activation_count_share": 0.0067780016,
      "router_weight_mass_share": 0.0066158792,
      "contribution_l2_sum_share": 0.0084953228,
      "importance_score_share": 0.0229507365,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 31,
      "activation_count": 470490,
      "router_weight_mass": 62369.0584953109,
      "contribution_l2_sum": 190777.4189323948,
      "importance_score": 9548861.12738091,
      "active_questions": 291,
      "activation_count_share": 0.0061417758,
      "router_weight_mass_share": 0.0065133248,
      "contribution_l2_sum_share": 0.0111671105,
      "importance_score_share": 0.0209880113,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 221,
      "activation_count": 472993,
      "router_weight_mass": 71316.1697138973,
      "contribution_l2_sum": 98554.3541294776,
      "importance_score": 9497220.934157675,
      "active_questions": 291,
      "activation_count_share": 0.00617445,
      "router_weight_mass_share": 0.0074476894,
      "contribution_l2_sum_share": 0.0057688555,
      "importance_score_share": 0.0208745082,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-54-54.2 (SUPG); scicode-54-54.1 (SUPG); scicode-54-54.3 (SUPG)"
    },
    {
      "expert_id": 230,
      "activation_count": 309188,
      "router_weight_mass": 41344.5830880676,
      "contribution_l2_sum": 139924.0661167463,
      "importance_score": 8607625.829336345,
      "active_questions": 291,
      "activation_count_share": 0.0040361397,
      "router_weight_mass_share": 0.004317697,
      "contribution_l2_sum_share": 0.0081904216,
      "importance_score_share": 0.0189192141,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 130,
      "activation_count": 697441,
      "router_weight_mass": 98118.7516776985,
      "contribution_l2_sum": 146656.7086333559,
      "importance_score": 8484839.294975545,
      "active_questions": 291,
      "activation_count_share": 0.0091043939,
      "router_weight_mass_share": 0.0102467363,
      "contribution_l2_sum_share": 0.0085845153,
      "importance_score_share": 0.0186493343,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)"
    },
    {
      "expert_id": 64,
      "activation_count": 608325,
      "router_weight_mass": 78352.318518372,
      "contribution_l2_sum": 171019.05971842,
      "importance_score": 7205275.927526823,
      "active_questions": 291,
      "activation_count_share": 0.0079410737,
      "router_weight_mass_share": 0.0081824884,
      "contribution_l2_sum_share": 0.0100105596,
      "importance_score_share": 0.0158369056,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat); scicode-13-13.5 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 52,
      "activation_count": 292328,
      "router_weight_mass": 40501.9814269593,
      "contribution_l2_sum": 134446.9142303626,
      "importance_score": 6990213.148054128,
      "active_questions": 291,
      "activation_count_share": 0.0038160493,
      "router_weight_mass_share": 0.0042297024,
      "contribution_l2_sum_share": 0.0078698179,
      "importance_score_share": 0.0153642063,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 118,
      "activation_count": 544294,
      "router_weight_mass": 71761.3065073848,
      "contribution_l2_sum": 157022.0415807872,
      "importance_score": 6919788.277704322,
      "active_questions": 291,
      "activation_count_share": 0.0071052131,
      "router_weight_mass_share": 0.0074941759,
      "contribution_l2_sum_share": 0.0091912475,
      "importance_score_share": 0.0152094153,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 90,
      "activation_count": 575565,
      "router_weight_mass": 79265.426580516,
      "contribution_l2_sum": 122488.6268889985,
      "importance_score": 6458331.55472113,
      "active_questions": 291,
      "activation_count_share": 0.0075134247,
      "router_weight_mass_share": 0.0082778461,
      "contribution_l2_sum_share": 0.0071698424,
      "importance_score_share": 0.014195152,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)"
    },
    {
      "expert_id": 169,
      "activation_count": 293399,
      "router_weight_mass": 37400.1238611948,
      "contribution_l2_sum": 107651.9837703369,
      "importance_score": 6424657.15467391,
      "active_questions": 291,
      "activation_count_share": 0.0038300301,
      "router_weight_mass_share": 0.0039057693,
      "contribution_l2_sum_share": 0.006301383,
      "importance_score_share": 0.0141211371,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 201,
      "activation_count": 480424,
      "router_weight_mass": 69605.9157177545,
      "contribution_l2_sum": 136981.3909975663,
      "importance_score": 5949876.736586603,
      "active_questions": 291,
      "activation_count_share": 0.0062714542,
      "router_weight_mass_share": 0.0072690842,
      "contribution_l2_sum_share": 0.0080181729,
      "importance_score_share": 0.0130775889,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-18-18.2 (NURBS); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger)"
    },
    {
      "expert_id": 121,
      "activation_count": 541786,
      "router_weight_mass": 69547.2310927672,
      "contribution_l2_sum": 123108.1071098974,
      "importance_score": 5891240.116640933,
      "active_questions": 291,
      "activation_count_share": 0.0070724737,
      "router_weight_mass_share": 0.0072629556,
      "contribution_l2_sum_share": 0.0072061035,
      "importance_score_share": 0.012948708,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 140,
      "activation_count": 372033,
      "router_weight_mass": 52089.3533750641,
      "contribution_l2_sum": 101728.5202032875,
      "importance_score": 5841048.720894131,
      "active_questions": 291,
      "activation_count_share": 0.0048565183,
      "router_weight_mass_share": 0.0054397947,
      "contribution_l2_sum_share": 0.0059546545,
      "importance_score_share": 0.0128383893,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 73,
      "activation_count": 406447,
      "router_weight_mass": 52998.5604995951,
      "contribution_l2_sum": 111720.9516597077,
      "importance_score": 5786315.59550306,
      "active_questions": 291,
      "activation_count_share": 0.0053057586,
      "router_weight_mass_share": 0.005534745,
      "contribution_l2_sum_share": 0.0065395591,
      "importance_score_share": 0.0127180881,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 134,
      "activation_count": 584087,
      "router_weight_mass": 72328.612305916,
      "contribution_l2_sum": 142663.0108697816,
      "importance_score": 5345822.403943384,
      "active_questions": 291,
      "activation_count_share": 0.0076246709,
      "router_weight_mass_share": 0.0075534208,
      "contribution_l2_sum_share": 0.0083507451,
      "importance_score_share": 0.0117499018,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 146,
      "activation_count": 265222,
      "router_weight_mass": 34234.6793745595,
      "contribution_l2_sum": 114928.8728002741,
      "importance_score": 5331744.175872954,
      "active_questions": 291,
      "activation_count_share": 0.0034622076,
      "router_weight_mass_share": 0.0035751956,
      "contribution_l2_sum_share": 0.006727334,
      "importance_score_share": 0.0117189585,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-60-60.5 (Widom_particle_insertion); scicode-77-77.4 (Berendsen_thermostat)"
    },
    {
      "expert_id": 96,
      "activation_count": 288969,
      "router_weight_mass": 37888.5312819379,
      "contribution_l2_sum": 110758.8798874276,
      "importance_score": 5291346.048055704,
      "active_questions": 291,
      "activation_count_share": 0.0037722009,
      "router_weight_mass_share": 0.0039567747,
      "contribution_l2_sum_share": 0.0064832445,
      "importance_score_share": 0.011630165,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-79-79.4 (Nose_Hoover_chain_thermostat)"
    },
    {
      "expert_id": 251,
      "activation_count": 515632,
      "router_weight_mass": 69754.0535846335,
      "contribution_l2_sum": 152025.1054335248,
      "importance_score": 5048734.134001999,
      "active_questions": 291,
      "activation_count_share": 0.0067310594,
      "router_weight_mass_share": 0.0072845545,
      "contribution_l2_sum_share": 0.0088987531,
      "importance_score_share": 0.0110969138,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 226,
      "activation_count": 547163,
      "router_weight_mass": 67328.6052890632,
      "contribution_l2_sum": 145062.9608426307,
      "importance_score": 4963257.895340636,
      "active_questions": 291,
      "activation_count_share": 0.0071426651,
      "router_weight_mass_share": 0.0070312601,
      "contribution_l2_sum_share": 0.0084912256,
      "importance_score_share": 0.0109090405,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)"
    },
    {
      "expert_id": 117,
      "activation_count": 596647,
      "router_weight_mass": 73929.3234560274,
      "contribution_l2_sum": 124021.4454136665,
      "importance_score": 4887687.149818449,
      "active_questions": 291,
      "activation_count_share": 0.0077886291,
      "router_weight_mass_share": 0.0077205862,
      "contribution_l2_sum_share": 0.0072595656,
      "importance_score_share": 0.010742939,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)"
    },
    {
      "expert_id": 102,
      "activation_count": 360305,
      "router_weight_mass": 49819.5706964973,
      "contribution_l2_sum": 102021.1026877526,
      "importance_score": 4770103.839744289,
      "active_questions": 291,
      "activation_count_share": 0.004703421,
      "router_weight_mass_share": 0.0052027568,
      "contribution_l2_sum_share": 0.0059717808,
      "importance_score_share": 0.0104844957,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-59-59.4 (VQE); scicode-65-65.4 (GHZ_protocol_fidelity); scicode-65-65.2 (GHZ_protocol_fidelity)"
    },
    {
      "expert_id": 103,
      "activation_count": 318659,
      "router_weight_mass": 42866.5202501609,
      "contribution_l2_sum": 163500.6818761541,
      "importance_score": 4697500.454082173,
      "active_questions": 291,
      "activation_count_share": 0.0041597742,
      "router_weight_mass_share": 0.0044766359,
      "contribution_l2_sum_share": 0.0095704732,
      "importance_score_share": 0.0103249164,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 162,
      "activation_count": 413880,
      "router_weight_mass": 52786.2561571496,
      "contribution_l2_sum": 85641.3956311394,
      "importance_score": 4606669.732934023,
      "active_questions": 291,
      "activation_count_share": 0.005402789,
      "router_weight_mass_share": 0.0055125737,
      "contribution_l2_sum_share": 0.0050129986,
      "importance_score_share": 0.0101252741,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-54-54.2 (SUPG); scicode-54-54.3 (SUPG); scicode-13-13.5 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 78,
      "activation_count": 368636,
      "router_weight_mass": 48849.0427938183,
      "contribution_l2_sum": 108223.6842857404,
      "importance_score": 4556985.879741565,
      "active_questions": 291,
      "activation_count_share": 0.0048121738,
      "router_weight_mass_share": 0.0051014027,
      "contribution_l2_sum_share": 0.0063348474,
      "importance_score_share": 0.010016071,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 227,
      "activation_count": 284427,
      "router_weight_mass": 39246.7716134622,
      "contribution_l2_sum": 62675.6491703099,
      "importance_score": 4425430.635339016,
      "active_questions": 291,
      "activation_count_share": 0.0037129097,
      "router_weight_mass_share": 0.0040986184,
      "contribution_l2_sum_share": 0.0036687041,
      "importance_score_share": 0.0097269179,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-37-37.1 (ray_optics_spherical_aberration)"
    },
    {
      "expert_id": 1,
      "activation_count": 546892,
      "router_weight_mass": 74708.7339208389,
      "contribution_l2_sum": 123786.8619874746,
      "importance_score": 4271109.115685302,
      "active_questions": 291,
      "activation_count_share": 0.0071391274,
      "router_weight_mass_share": 0.0078019816,
      "contribution_l2_sum_share": 0.0072458343,
      "importance_score_share": 0.0093877254,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-28-28.2 (Gaussian_Beam_Intensity)"
    },
    {
      "expert_id": 89,
      "activation_count": 299631,
      "router_weight_mass": 40374.0906070456,
      "contribution_l2_sum": 119557.5755913842,
      "importance_score": 4150445.6002442176,
      "active_questions": 291,
      "activation_count_share": 0.0039113827,
      "router_weight_mass_share": 0.0042163466,
      "contribution_l2_sum_share": 0.006998274,
      "importance_score_share": 0.0091225119,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 199,
      "activation_count": 228845,
      "router_weight_mass": 27677.6854059156,
      "contribution_l2_sum": 109838.7865348066,
      "importance_score": 4144920.5891555464,
      "active_questions": 291,
      "activation_count_share": 0.0029873423,
      "router_weight_mass_share": 0.0028904357,
      "contribution_l2_sum_share": 0.006429387,
      "importance_score_share": 0.0091103681,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 53,
      "activation_count": 502642,
      "router_weight_mass": 63352.3037266707,
      "contribution_l2_sum": 100460.1118777136,
      "importance_score": 4107689.3952626246,
      "active_questions": 291,
      "activation_count_share": 0.006561488,
      "router_weight_mass_share": 0.006616007,
      "contribution_l2_sum_share": 0.0058804086,
      "importance_score_share": 0.0090285355,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 166,
      "activation_count": 477474,
      "router_weight_mass": 62963.3421679697,
      "contribution_l2_sum": 92577.0191760261,
      "importance_score": 4091181.482488449,
      "active_questions": 291,
      "activation_count_share": 0.006232945,
      "router_weight_mass_share": 0.006575387,
      "contribution_l2_sum_share": 0.0054189736,
      "importance_score_share": 0.0089922517,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-9-9.1 (Weighted_Jacobi); scicode-5-5.1 (Lanczos)"
    },
    {
      "expert_id": 57,
      "activation_count": 267375,
      "router_weight_mass": 33176.9959067046,
      "contribution_l2_sum": 120087.6750204133,
      "importance_score": 3947273.3078765487,
      "active_questions": 291,
      "activation_count_share": 0.0034903129,
      "router_weight_mass_share": 0.0034647396,
      "contribution_l2_sum_share": 0.0070293033,
      "importance_score_share": 0.0086759474,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 12,
      "activation_count": 419716,
      "router_weight_mass": 56275.6105640832,
      "contribution_l2_sum": 102670.6251608258,
      "importance_score": 3731764.927780663,
      "active_questions": 291,
      "activation_count_share": 0.0054789721,
      "router_weight_mass_share": 0.0058769739,
      "contribution_l2_sum_share": 0.0060098004,
      "importance_score_share": 0.0082022687,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1); scicode-13-13.9 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 75,
      "activation_count": 465357,
      "router_weight_mass": 58227.3394968857,
      "contribution_l2_sum": 106585.1627540266,
      "importance_score": 3555081.3040077225,
      "active_questions": 291,
      "activation_count_share": 0.0060747696,
      "router_weight_mass_share": 0.0060807968,
      "contribution_l2_sum_share": 0.0062389369,
      "importance_score_share": 0.0078139252,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 76,
      "activation_count": 327518,
      "router_weight_mass": 43463.3072893724,
      "contribution_l2_sum": 83871.8402210444,
      "importance_score": 3553863.223608454,
      "active_questions": 291,
      "activation_count_share": 0.0042754195,
      "router_weight_mass_share": 0.0045389596,
      "contribution_l2_sum_share": 0.004909418,
      "importance_score_share": 0.0078112479,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1); scicode-36-36.2 (Quasi_Fermi_levels_of_photo_resistor_out_of_equilibrium)"
    },
    {
      "expert_id": 72,
      "activation_count": 487065,
      "router_weight_mass": 63807.1967411103,
      "contribution_l2_sum": 134743.7986088727,
      "importance_score": 3501261.113041432,
      "active_questions": 291,
      "activation_count_share": 0.0063581459,
      "router_weight_mass_share": 0.0066635124,
      "contribution_l2_sum_share": 0.0078871959,
      "importance_score_share": 0.0076956306,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-22-22.1 (Beam_translation_reexpansion)"
    },
    {
      "expert_id": 150,
      "activation_count": 246344,
      "router_weight_mass": 35374.0993139883,
      "contribution_l2_sum": 74703.5213396467,
      "importance_score": 3299520.4563347804,
      "active_questions": 291,
      "activation_count_share": 0.0032157742,
      "router_weight_mass_share": 0.0036941875,
      "contribution_l2_sum_share": 0.0043727527,
      "importance_score_share": 0.0072522128,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 160,
      "activation_count": 431146,
      "router_weight_mass": 62403.9305758262,
      "contribution_l2_sum": 95541.0551864384,
      "importance_score": 3264221.203937314,
      "active_questions": 291,
      "activation_count_share": 0.0056281793,
      "router_weight_mass_share": 0.0065169665,
      "contribution_l2_sum_share": 0.0055924727,
      "importance_score_share": 0.0071746264,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 126,
      "activation_count": 338628,
      "router_weight_mass": 43970.7615694419,
      "contribution_l2_sum": 87016.4003071622,
      "importance_score": 3254486.6793237026,
      "active_questions": 291,
      "activation_count_share": 0.0044204495,
      "router_weight_mass_share": 0.0045919541,
      "contribution_l2_sum_share": 0.0050934841,
      "importance_score_share": 0.0071532303,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-73-73.5 (Xray_conversion_II)"
    },
    {
      "expert_id": 124,
      "activation_count": 466685,
      "router_weight_mass": 57471.7528111742,
      "contribution_l2_sum": 79089.0090115471,
      "importance_score": 3233445.4607876996,
      "active_questions": 291,
      "activation_count_share": 0.0060921054,
      "router_weight_mass_share": 0.0060018894,
      "contribution_l2_sum_share": 0.0046294562,
      "importance_score_share": 0.0071069826,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg)"
    },
    {
      "expert_id": 33,
      "activation_count": 215746,
      "router_weight_mass": 32423.964758083,
      "contribution_l2_sum": 88545.3386836259,
      "importance_score": 3230823.5910836463,
      "active_questions": 291,
      "activation_count_share": 0.002816348,
      "router_weight_mass_share": 0.0033860991,
      "contribution_l2_sum_share": 0.0051829802,
      "importance_score_share": 0.0071012198,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 176,
      "activation_count": 409482,
      "router_weight_mass": 50485.1211506636,
      "contribution_l2_sum": 84318.8719099161,
      "importance_score": 3222376.0371557306,
      "active_questions": 291,
      "activation_count_share": 0.0053453775,
      "router_weight_mass_share": 0.0052722616,
      "contribution_l2_sum_share": 0.0049355849,
      "importance_score_share": 0.0070826524,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-17-17.1 (linear_tetrahedron_method); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 58,
      "activation_count": 434967,
      "router_weight_mass": 56109.5686663521,
      "contribution_l2_sum": 86601.23013407,
      "importance_score": 3207711.351930441,
      "active_questions": 291,
      "activation_count_share": 0.0056780586,
      "router_weight_mass_share": 0.0058596338,
      "contribution_l2_sum_share": 0.0050691822,
      "importance_score_share": 0.0070504201,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-55-55.1 (Swift_Hohenberg); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.4 (Swift_Hohenberg)"
    },
    {
      "expert_id": 15,
      "activation_count": 468579,
      "router_weight_mass": 61651.9438961023,
      "contribution_l2_sum": 115110.7132255354,
      "importance_score": 3198984.3924739,
      "active_questions": 291,
      "activation_count_share": 0.0061168296,
      "router_weight_mass_share": 0.0064384351,
      "contribution_l2_sum_share": 0.006737978,
      "importance_score_share": 0.0070312386,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-63-63.1 (Estimating_Stock_Option_Price)"
    },
    {
      "expert_id": 175,
      "activation_count": 351948,
      "router_weight_mass": 45341.4831386853,
      "contribution_l2_sum": 96708.3738581783,
      "importance_score": 3154500.090278308,
      "active_questions": 291,
      "activation_count_share": 0.0045943287,
      "router_weight_mass_share": 0.0047351012,
      "contribution_l2_sum_share": 0.0056608015,
      "importance_score_share": 0.0069334639,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-43-43.3 (two_end_fiber_laser_generator)"
    },
    {
      "expert_id": 50,
      "activation_count": 489946,
      "router_weight_mass": 57277.5081095731,
      "contribution_l2_sum": 127945.964899146,
      "importance_score": 3088315.043738807,
      "active_questions": 291,
      "activation_count_share": 0.0063957544,
      "router_weight_mass_share": 0.0059816041,
      "contribution_l2_sum_share": 0.0074892864,
      "importance_score_share": 0.0067879918,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-13-13.5 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 198,
      "activation_count": 456616,
      "router_weight_mass": 57402.4626323437,
      "contribution_l2_sum": 97825.7751947224,
      "importance_score": 3079016.100654623,
      "active_questions": 291,
      "activation_count_share": 0.0059606646,
      "router_weight_mass_share": 0.0059946533,
      "contribution_l2_sum_share": 0.0057262083,
      "importance_score_share": 0.0067675531,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-12-12.2 (Schrodinger_DFT_with_SCF); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method)"
    },
    {
      "expert_id": 16,
      "activation_count": 184399,
      "router_weight_mass": 30939.6258528257,
      "contribution_l2_sum": 64957.9420758694,
      "importance_score": 2926216.8265689765,
      "active_questions": 291,
      "activation_count_share": 0.0024071443,
      "router_weight_mass_share": 0.0032310866,
      "contribution_l2_sum_share": 0.0038022976,
      "importance_score_share": 0.0064317065,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 210,
      "activation_count": 413436,
      "router_weight_mass": 56867.899739611,
      "contribution_l2_sum": 82250.3013055866,
      "importance_score": 2901320.7353502843,
      "active_questions": 291,
      "activation_count_share": 0.005396993,
      "router_weight_mass_share": 0.0059388278,
      "contribution_l2_sum_share": 0.0048145017,
      "importance_score_share": 0.0063769859,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 91,
      "activation_count": 268537,
      "router_weight_mass": 33442.2242750633,
      "contribution_l2_sum": 87338.3435735527,
      "importance_score": 2892704.846832198,
      "active_questions": 291,
      "activation_count_share": 0.0035054816,
      "router_weight_mass_share": 0.003492438,
      "contribution_l2_sum_share": 0.005112329,
      "importance_score_share": 0.0063580485,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion)"
    },
    {
      "expert_id": 187,
      "activation_count": 353306,
      "router_weight_mass": 43791.2192032489,
      "contribution_l2_sum": 77331.5486570565,
      "importance_score": 2880344.2889627228,
      "active_questions": 291,
      "activation_count_share": 0.004612056,
      "router_weight_mass_share": 0.0045732041,
      "contribution_l2_sum_share": 0.0045265837,
      "importance_score_share": 0.0063308805,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-2-2.1 (Gaussian_Beam_Focus)"
    }
  ],
  "top_80_experts_by_importance": [
    {
      "expert_id": 209,
      "activation_count": 519228,
      "router_weight_mass": 63351.0799138286,
      "contribution_l2_sum": 145132.9567642586,
      "importance_score": 10441837.128123173,
      "active_questions": 291,
      "activation_count_share": 0.0067780016,
      "router_weight_mass_share": 0.0066158792,
      "contribution_l2_sum_share": 0.0084953228,
      "importance_score_share": 0.0229507365,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 31,
      "activation_count": 470490,
      "router_weight_mass": 62369.0584953109,
      "contribution_l2_sum": 190777.4189323948,
      "importance_score": 9548861.12738091,
      "active_questions": 291,
      "activation_count_share": 0.0061417758,
      "router_weight_mass_share": 0.0065133248,
      "contribution_l2_sum_share": 0.0111671105,
      "importance_score_share": 0.0209880113,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 221,
      "activation_count": 472993,
      "router_weight_mass": 71316.1697138973,
      "contribution_l2_sum": 98554.3541294776,
      "importance_score": 9497220.934157675,
      "active_questions": 291,
      "activation_count_share": 0.00617445,
      "router_weight_mass_share": 0.0074476894,
      "contribution_l2_sum_share": 0.0057688555,
      "importance_score_share": 0.0208745082,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-54-54.2 (SUPG); scicode-54-54.1 (SUPG); scicode-54-54.3 (SUPG)"
    },
    {
      "expert_id": 230,
      "activation_count": 309188,
      "router_weight_mass": 41344.5830880676,
      "contribution_l2_sum": 139924.0661167463,
      "importance_score": 8607625.829336345,
      "active_questions": 291,
      "activation_count_share": 0.0040361397,
      "router_weight_mass_share": 0.004317697,
      "contribution_l2_sum_share": 0.0081904216,
      "importance_score_share": 0.0189192141,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 130,
      "activation_count": 697441,
      "router_weight_mass": 98118.7516776985,
      "contribution_l2_sum": 146656.7086333559,
      "importance_score": 8484839.294975545,
      "active_questions": 291,
      "activation_count_share": 0.0091043939,
      "router_weight_mass_share": 0.0102467363,
      "contribution_l2_sum_share": 0.0085845153,
      "importance_score_share": 0.0186493343,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)"
    },
    {
      "expert_id": 64,
      "activation_count": 608325,
      "router_weight_mass": 78352.318518372,
      "contribution_l2_sum": 171019.05971842,
      "importance_score": 7205275.927526823,
      "active_questions": 291,
      "activation_count_share": 0.0079410737,
      "router_weight_mass_share": 0.0081824884,
      "contribution_l2_sum_share": 0.0100105596,
      "importance_score_share": 0.0158369056,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat); scicode-13-13.5 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 52,
      "activation_count": 292328,
      "router_weight_mass": 40501.9814269593,
      "contribution_l2_sum": 134446.9142303626,
      "importance_score": 6990213.148054128,
      "active_questions": 291,
      "activation_count_share": 0.0038160493,
      "router_weight_mass_share": 0.0042297024,
      "contribution_l2_sum_share": 0.0078698179,
      "importance_score_share": 0.0153642063,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 118,
      "activation_count": 544294,
      "router_weight_mass": 71761.3065073848,
      "contribution_l2_sum": 157022.0415807872,
      "importance_score": 6919788.277704322,
      "active_questions": 291,
      "activation_count_share": 0.0071052131,
      "router_weight_mass_share": 0.0074941759,
      "contribution_l2_sum_share": 0.0091912475,
      "importance_score_share": 0.0152094153,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 90,
      "activation_count": 575565,
      "router_weight_mass": 79265.426580516,
      "contribution_l2_sum": 122488.6268889985,
      "importance_score": 6458331.55472113,
      "active_questions": 291,
      "activation_count_share": 0.0075134247,
      "router_weight_mass_share": 0.0082778461,
      "contribution_l2_sum_share": 0.0071698424,
      "importance_score_share": 0.014195152,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)"
    },
    {
      "expert_id": 169,
      "activation_count": 293399,
      "router_weight_mass": 37400.1238611948,
      "contribution_l2_sum": 107651.9837703369,
      "importance_score": 6424657.15467391,
      "active_questions": 291,
      "activation_count_share": 0.0038300301,
      "router_weight_mass_share": 0.0039057693,
      "contribution_l2_sum_share": 0.006301383,
      "importance_score_share": 0.0141211371,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 201,
      "activation_count": 480424,
      "router_weight_mass": 69605.9157177545,
      "contribution_l2_sum": 136981.3909975663,
      "importance_score": 5949876.736586603,
      "active_questions": 291,
      "activation_count_share": 0.0062714542,
      "router_weight_mass_share": 0.0072690842,
      "contribution_l2_sum_share": 0.0080181729,
      "importance_score_share": 0.0130775889,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-18-18.2 (NURBS); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger)"
    },
    {
      "expert_id": 121,
      "activation_count": 541786,
      "router_weight_mass": 69547.2310927672,
      "contribution_l2_sum": 123108.1071098974,
      "importance_score": 5891240.116640933,
      "active_questions": 291,
      "activation_count_share": 0.0070724737,
      "router_weight_mass_share": 0.0072629556,
      "contribution_l2_sum_share": 0.0072061035,
      "importance_score_share": 0.012948708,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 140,
      "activation_count": 372033,
      "router_weight_mass": 52089.3533750641,
      "contribution_l2_sum": 101728.5202032875,
      "importance_score": 5841048.720894131,
      "active_questions": 291,
      "activation_count_share": 0.0048565183,
      "router_weight_mass_share": 0.0054397947,
      "contribution_l2_sum_share": 0.0059546545,
      "importance_score_share": 0.0128383893,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 73,
      "activation_count": 406447,
      "router_weight_mass": 52998.5604995951,
      "contribution_l2_sum": 111720.9516597077,
      "importance_score": 5786315.59550306,
      "active_questions": 291,
      "activation_count_share": 0.0053057586,
      "router_weight_mass_share": 0.005534745,
      "contribution_l2_sum_share": 0.0065395591,
      "importance_score_share": 0.0127180881,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 134,
      "activation_count": 584087,
      "router_weight_mass": 72328.612305916,
      "contribution_l2_sum": 142663.0108697816,
      "importance_score": 5345822.403943384,
      "active_questions": 291,
      "activation_count_share": 0.0076246709,
      "router_weight_mass_share": 0.0075534208,
      "contribution_l2_sum_share": 0.0083507451,
      "importance_score_share": 0.0117499018,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 146,
      "activation_count": 265222,
      "router_weight_mass": 34234.6793745595,
      "contribution_l2_sum": 114928.8728002741,
      "importance_score": 5331744.175872954,
      "active_questions": 291,
      "activation_count_share": 0.0034622076,
      "router_weight_mass_share": 0.0035751956,
      "contribution_l2_sum_share": 0.006727334,
      "importance_score_share": 0.0117189585,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-60-60.5 (Widom_particle_insertion); scicode-77-77.4 (Berendsen_thermostat)"
    },
    {
      "expert_id": 96,
      "activation_count": 288969,
      "router_weight_mass": 37888.5312819379,
      "contribution_l2_sum": 110758.8798874276,
      "importance_score": 5291346.048055704,
      "active_questions": 291,
      "activation_count_share": 0.0037722009,
      "router_weight_mass_share": 0.0039567747,
      "contribution_l2_sum_share": 0.0064832445,
      "importance_score_share": 0.011630165,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-79-79.4 (Nose_Hoover_chain_thermostat)"
    },
    {
      "expert_id": 251,
      "activation_count": 515632,
      "router_weight_mass": 69754.0535846335,
      "contribution_l2_sum": 152025.1054335248,
      "importance_score": 5048734.134001999,
      "active_questions": 291,
      "activation_count_share": 0.0067310594,
      "router_weight_mass_share": 0.0072845545,
      "contribution_l2_sum_share": 0.0088987531,
      "importance_score_share": 0.0110969138,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 226,
      "activation_count": 547163,
      "router_weight_mass": 67328.6052890632,
      "contribution_l2_sum": 145062.9608426307,
      "importance_score": 4963257.895340636,
      "active_questions": 291,
      "activation_count_share": 0.0071426651,
      "router_weight_mass_share": 0.0070312601,
      "contribution_l2_sum_share": 0.0084912256,
      "importance_score_share": 0.0109090405,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)"
    },
    {
      "expert_id": 117,
      "activation_count": 596647,
      "router_weight_mass": 73929.3234560274,
      "contribution_l2_sum": 124021.4454136665,
      "importance_score": 4887687.149818449,
      "active_questions": 291,
      "activation_count_share": 0.0077886291,
      "router_weight_mass_share": 0.0077205862,
      "contribution_l2_sum_share": 0.0072595656,
      "importance_score_share": 0.010742939,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)"
    },
    {
      "expert_id": 102,
      "activation_count": 360305,
      "router_weight_mass": 49819.5706964973,
      "contribution_l2_sum": 102021.1026877526,
      "importance_score": 4770103.839744289,
      "active_questions": 291,
      "activation_count_share": 0.004703421,
      "router_weight_mass_share": 0.0052027568,
      "contribution_l2_sum_share": 0.0059717808,
      "importance_score_share": 0.0104844957,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-59-59.4 (VQE); scicode-65-65.4 (GHZ_protocol_fidelity); scicode-65-65.2 (GHZ_protocol_fidelity)"
    },
    {
      "expert_id": 103,
      "activation_count": 318659,
      "router_weight_mass": 42866.5202501609,
      "contribution_l2_sum": 163500.6818761541,
      "importance_score": 4697500.454082173,
      "active_questions": 291,
      "activation_count_share": 0.0041597742,
      "router_weight_mass_share": 0.0044766359,
      "contribution_l2_sum_share": 0.0095704732,
      "importance_score_share": 0.0103249164,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 162,
      "activation_count": 413880,
      "router_weight_mass": 52786.2561571496,
      "contribution_l2_sum": 85641.3956311394,
      "importance_score": 4606669.732934023,
      "active_questions": 291,
      "activation_count_share": 0.005402789,
      "router_weight_mass_share": 0.0055125737,
      "contribution_l2_sum_share": 0.0050129986,
      "importance_score_share": 0.0101252741,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-54-54.2 (SUPG); scicode-54-54.3 (SUPG); scicode-13-13.5 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 78,
      "activation_count": 368636,
      "router_weight_mass": 48849.0427938183,
      "contribution_l2_sum": 108223.6842857404,
      "importance_score": 4556985.879741565,
      "active_questions": 291,
      "activation_count_share": 0.0048121738,
      "router_weight_mass_share": 0.0051014027,
      "contribution_l2_sum_share": 0.0063348474,
      "importance_score_share": 0.010016071,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 227,
      "activation_count": 284427,
      "router_weight_mass": 39246.7716134622,
      "contribution_l2_sum": 62675.6491703099,
      "importance_score": 4425430.635339016,
      "active_questions": 291,
      "activation_count_share": 0.0037129097,
      "router_weight_mass_share": 0.0040986184,
      "contribution_l2_sum_share": 0.0036687041,
      "importance_score_share": 0.0097269179,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-37-37.1 (ray_optics_spherical_aberration)"
    },
    {
      "expert_id": 1,
      "activation_count": 546892,
      "router_weight_mass": 74708.7339208389,
      "contribution_l2_sum": 123786.8619874746,
      "importance_score": 4271109.115685302,
      "active_questions": 291,
      "activation_count_share": 0.0071391274,
      "router_weight_mass_share": 0.0078019816,
      "contribution_l2_sum_share": 0.0072458343,
      "importance_score_share": 0.0093877254,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-28-28.2 (Gaussian_Beam_Intensity)"
    },
    {
      "expert_id": 89,
      "activation_count": 299631,
      "router_weight_mass": 40374.0906070456,
      "contribution_l2_sum": 119557.5755913842,
      "importance_score": 4150445.6002442176,
      "active_questions": 291,
      "activation_count_share": 0.0039113827,
      "router_weight_mass_share": 0.0042163466,
      "contribution_l2_sum_share": 0.006998274,
      "importance_score_share": 0.0091225119,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 199,
      "activation_count": 228845,
      "router_weight_mass": 27677.6854059156,
      "contribution_l2_sum": 109838.7865348066,
      "importance_score": 4144920.5891555464,
      "active_questions": 291,
      "activation_count_share": 0.0029873423,
      "router_weight_mass_share": 0.0028904357,
      "contribution_l2_sum_share": 0.006429387,
      "importance_score_share": 0.0091103681,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 53,
      "activation_count": 502642,
      "router_weight_mass": 63352.3037266707,
      "contribution_l2_sum": 100460.1118777136,
      "importance_score": 4107689.3952626246,
      "active_questions": 291,
      "activation_count_share": 0.006561488,
      "router_weight_mass_share": 0.006616007,
      "contribution_l2_sum_share": 0.0058804086,
      "importance_score_share": 0.0090285355,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 166,
      "activation_count": 477474,
      "router_weight_mass": 62963.3421679697,
      "contribution_l2_sum": 92577.0191760261,
      "importance_score": 4091181.482488449,
      "active_questions": 291,
      "activation_count_share": 0.006232945,
      "router_weight_mass_share": 0.006575387,
      "contribution_l2_sum_share": 0.0054189736,
      "importance_score_share": 0.0089922517,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-9-9.1 (Weighted_Jacobi); scicode-5-5.1 (Lanczos)"
    },
    {
      "expert_id": 57,
      "activation_count": 267375,
      "router_weight_mass": 33176.9959067046,
      "contribution_l2_sum": 120087.6750204133,
      "importance_score": 3947273.3078765487,
      "active_questions": 291,
      "activation_count_share": 0.0034903129,
      "router_weight_mass_share": 0.0034647396,
      "contribution_l2_sum_share": 0.0070293033,
      "importance_score_share": 0.0086759474,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 12,
      "activation_count": 419716,
      "router_weight_mass": 56275.6105640832,
      "contribution_l2_sum": 102670.6251608258,
      "importance_score": 3731764.927780663,
      "active_questions": 291,
      "activation_count_share": 0.0054789721,
      "router_weight_mass_share": 0.0058769739,
      "contribution_l2_sum_share": 0.0060098004,
      "importance_score_share": 0.0082022687,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1); scicode-13-13.9 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 75,
      "activation_count": 465357,
      "router_weight_mass": 58227.3394968857,
      "contribution_l2_sum": 106585.1627540266,
      "importance_score": 3555081.3040077225,
      "active_questions": 291,
      "activation_count_share": 0.0060747696,
      "router_weight_mass_share": 0.0060807968,
      "contribution_l2_sum_share": 0.0062389369,
      "importance_score_share": 0.0078139252,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 76,
      "activation_count": 327518,
      "router_weight_mass": 43463.3072893724,
      "contribution_l2_sum": 83871.8402210444,
      "importance_score": 3553863.223608454,
      "active_questions": 291,
      "activation_count_share": 0.0042754195,
      "router_weight_mass_share": 0.0045389596,
      "contribution_l2_sum_share": 0.004909418,
      "importance_score_share": 0.0078112479,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1); scicode-36-36.2 (Quasi_Fermi_levels_of_photo_resistor_out_of_equilibrium)"
    },
    {
      "expert_id": 72,
      "activation_count": 487065,
      "router_weight_mass": 63807.1967411103,
      "contribution_l2_sum": 134743.7986088727,
      "importance_score": 3501261.113041432,
      "active_questions": 291,
      "activation_count_share": 0.0063581459,
      "router_weight_mass_share": 0.0066635124,
      "contribution_l2_sum_share": 0.0078871959,
      "importance_score_share": 0.0076956306,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-22-22.1 (Beam_translation_reexpansion)"
    },
    {
      "expert_id": 150,
      "activation_count": 246344,
      "router_weight_mass": 35374.0993139883,
      "contribution_l2_sum": 74703.5213396467,
      "importance_score": 3299520.4563347804,
      "active_questions": 291,
      "activation_count_share": 0.0032157742,
      "router_weight_mass_share": 0.0036941875,
      "contribution_l2_sum_share": 0.0043727527,
      "importance_score_share": 0.0072522128,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 160,
      "activation_count": 431146,
      "router_weight_mass": 62403.9305758262,
      "contribution_l2_sum": 95541.0551864384,
      "importance_score": 3264221.203937314,
      "active_questions": 291,
      "activation_count_share": 0.0056281793,
      "router_weight_mass_share": 0.0065169665,
      "contribution_l2_sum_share": 0.0055924727,
      "importance_score_share": 0.0071746264,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-77-77.12 (Berendsen_thermostat)"
    },
    {
      "expert_id": 126,
      "activation_count": 338628,
      "router_weight_mass": 43970.7615694419,
      "contribution_l2_sum": 87016.4003071622,
      "importance_score": 3254486.6793237026,
      "active_questions": 291,
      "activation_count_share": 0.0044204495,
      "router_weight_mass_share": 0.0045919541,
      "contribution_l2_sum_share": 0.0050934841,
      "importance_score_share": 0.0071532303,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-73-73.5 (Xray_conversion_II)"
    },
    {
      "expert_id": 124,
      "activation_count": 466685,
      "router_weight_mass": 57471.7528111742,
      "contribution_l2_sum": 79089.0090115471,
      "importance_score": 3233445.4607876996,
      "active_questions": 291,
      "activation_count_share": 0.0060921054,
      "router_weight_mass_share": 0.0060018894,
      "contribution_l2_sum_share": 0.0046294562,
      "importance_score_share": 0.0071069826,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg)"
    },
    {
      "expert_id": 33,
      "activation_count": 215746,
      "router_weight_mass": 32423.964758083,
      "contribution_l2_sum": 88545.3386836259,
      "importance_score": 3230823.5910836463,
      "active_questions": 291,
      "activation_count_share": 0.002816348,
      "router_weight_mass_share": 0.0033860991,
      "contribution_l2_sum_share": 0.0051829802,
      "importance_score_share": 0.0071012198,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 176,
      "activation_count": 409482,
      "router_weight_mass": 50485.1211506636,
      "contribution_l2_sum": 84318.8719099161,
      "importance_score": 3222376.0371557306,
      "active_questions": 291,
      "activation_count_share": 0.0053453775,
      "router_weight_mass_share": 0.0052722616,
      "contribution_l2_sum_share": 0.0049355849,
      "importance_score_share": 0.0070826524,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-17-17.1 (linear_tetrahedron_method); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 58,
      "activation_count": 434967,
      "router_weight_mass": 56109.5686663521,
      "contribution_l2_sum": 86601.23013407,
      "importance_score": 3207711.351930441,
      "active_questions": 291,
      "activation_count_share": 0.0056780586,
      "router_weight_mass_share": 0.0058596338,
      "contribution_l2_sum_share": 0.0050691822,
      "importance_score_share": 0.0070504201,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-55-55.1 (Swift_Hohenberg); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.4 (Swift_Hohenberg)"
    },
    {
      "expert_id": 15,
      "activation_count": 468579,
      "router_weight_mass": 61651.9438961023,
      "contribution_l2_sum": 115110.7132255354,
      "importance_score": 3198984.3924739,
      "active_questions": 291,
      "activation_count_share": 0.0061168296,
      "router_weight_mass_share": 0.0064384351,
      "contribution_l2_sum_share": 0.006737978,
      "importance_score_share": 0.0070312386,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-63-63.1 (Estimating_Stock_Option_Price)"
    },
    {
      "expert_id": 175,
      "activation_count": 351948,
      "router_weight_mass": 45341.4831386853,
      "contribution_l2_sum": 96708.3738581783,
      "importance_score": 3154500.090278308,
      "active_questions": 291,
      "activation_count_share": 0.0045943287,
      "router_weight_mass_share": 0.0047351012,
      "contribution_l2_sum_share": 0.0056608015,
      "importance_score_share": 0.0069334639,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-43-43.3 (two_end_fiber_laser_generator)"
    },
    {
      "expert_id": 50,
      "activation_count": 489946,
      "router_weight_mass": 57277.5081095731,
      "contribution_l2_sum": 127945.964899146,
      "importance_score": 3088315.043738807,
      "active_questions": 291,
      "activation_count_share": 0.0063957544,
      "router_weight_mass_share": 0.0059816041,
      "contribution_l2_sum_share": 0.0074892864,
      "importance_score_share": 0.0067879918,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-13-13.5 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 198,
      "activation_count": 456616,
      "router_weight_mass": 57402.4626323437,
      "contribution_l2_sum": 97825.7751947224,
      "importance_score": 3079016.100654623,
      "active_questions": 291,
      "activation_count_share": 0.0059606646,
      "router_weight_mass_share": 0.0059946533,
      "contribution_l2_sum_share": 0.0057262083,
      "importance_score_share": 0.0067675531,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-12-12.2 (Schrodinger_DFT_with_SCF); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method)"
    },
    {
      "expert_id": 16,
      "activation_count": 184399,
      "router_weight_mass": 30939.6258528257,
      "contribution_l2_sum": 64957.9420758694,
      "importance_score": 2926216.8265689765,
      "active_questions": 291,
      "activation_count_share": 0.0024071443,
      "router_weight_mass_share": 0.0032310866,
      "contribution_l2_sum_share": 0.0038022976,
      "importance_score_share": 0.0064317065,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 210,
      "activation_count": 413436,
      "router_weight_mass": 56867.899739611,
      "contribution_l2_sum": 82250.3013055866,
      "importance_score": 2901320.7353502843,
      "active_questions": 291,
      "activation_count_share": 0.005396993,
      "router_weight_mass_share": 0.0059388278,
      "contribution_l2_sum_share": 0.0048145017,
      "importance_score_share": 0.0063769859,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array)"
    },
    {
      "expert_id": 91,
      "activation_count": 268537,
      "router_weight_mass": 33442.2242750633,
      "contribution_l2_sum": 87338.3435735527,
      "importance_score": 2892704.846832198,
      "active_questions": 291,
      "activation_count_share": 0.0035054816,
      "router_weight_mass_share": 0.003492438,
      "contribution_l2_sum_share": 0.005112329,
      "importance_score_share": 0.0063580485,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion)"
    },
    {
      "expert_id": 187,
      "activation_count": 353306,
      "router_weight_mass": 43791.2192032489,
      "contribution_l2_sum": 77331.5486570565,
      "importance_score": 2880344.2889627228,
      "active_questions": 291,
      "activation_count_share": 0.004612056,
      "router_weight_mass_share": 0.0045732041,
      "contribution_l2_sum_share": 0.0045265837,
      "importance_score_share": 0.0063308805,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-2-2.1 (Gaussian_Beam_Focus)"
    },
    {
      "expert_id": 35,
      "activation_count": 360828,
      "router_weight_mass": 43195.9418015821,
      "contribution_l2_sum": 93268.2145814194,
      "importance_score": 2869142.516907789,
      "active_questions": 291,
      "activation_count_share": 0.0047102482,
      "router_weight_mass_share": 0.0045110381,
      "contribution_l2_sum_share": 0.0054594326,
      "importance_score_share": 0.0063062594,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-55-55.1 (Swift_Hohenberg); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-13-13.11 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 179,
      "activation_count": 382373,
      "router_weight_mass": 47979.729698155,
      "contribution_l2_sum": 85037.4810138708,
      "importance_score": 2831902.58431797,
      "active_questions": 291,
      "activation_count_share": 0.0049914966,
      "router_weight_mass_share": 0.0050106186,
      "contribution_l2_sum_share": 0.0049776486,
      "importance_score_share": 0.0062244076,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-28-28.1 (Gaussian_Beam_Intensity)"
    },
    {
      "expert_id": 133,
      "activation_count": 385341,
      "router_weight_mass": 53279.2736964981,
      "contribution_l2_sum": 101225.8036030547,
      "importance_score": 2814842.9925951515,
      "active_questions": 291,
      "activation_count_share": 0.0050302409,
      "router_weight_mass_share": 0.0055640605,
      "contribution_l2_sum_share": 0.0059252281,
      "importance_score_share": 0.0061869113,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-45-45.1 (finite_difference_heat_equation)"
    },
    {
      "expert_id": 74,
      "activation_count": 351016,
      "router_weight_mass": 49545.8345075284,
      "contribution_l2_sum": 101627.4954556547,
      "importance_score": 2813701.419289902,
      "active_questions": 291,
      "activation_count_share": 0.0045821624,
      "router_weight_mass_share": 0.00517417,
      "contribution_l2_sum_share": 0.0059487411,
      "importance_score_share": 0.0061844021,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-2-2.1 (Gaussian_Beam_Focus)"
    },
    {
      "expert_id": 45,
      "activation_count": 417156,
      "router_weight_mass": 52748.6441304828,
      "contribution_l2_sum": 95042.8091140063,
      "importance_score": 2787028.782961113,
      "active_questions": 291,
      "activation_count_share": 0.0054455539,
      "router_weight_mass_share": 0.0055086458,
      "contribution_l2_sum_share": 0.005563308,
      "importance_score_share": 0.0061257768,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum); scicode-17-17.1 (linear_tetrahedron_method)"
    },
    {
      "expert_id": 151,
      "activation_count": 522223,
      "router_weight_mass": 65216.798006708,
      "contribution_l2_sum": 96925.1960251573,
      "importance_score": 2718811.6569278506,
      "active_questions": 291,
      "activation_count_share": 0.0068170983,
      "router_weight_mass_share": 0.0068107199,
      "contribution_l2_sum_share": 0.0056734931,
      "importance_score_share": 0.0059758383,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-64-64.6 (GCMC)"
    },
    {
      "expert_id": 29,
      "activation_count": 183210,
      "router_weight_mass": 23704.9098484753,
      "contribution_l2_sum": 76158.8730681794,
      "importance_score": 2715269.0931099984,
      "active_questions": 291,
      "activation_count_share": 0.0023916231,
      "router_weight_mass_share": 0.0024755509,
      "contribution_l2_sum_share": 0.0044579414,
      "importance_score_share": 0.0059680519,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-54-54.2 (SUPG); scicode-22-22.1 (Beam_translation_reexpansion)"
    },
    {
      "expert_id": 14,
      "activation_count": 284454,
      "router_weight_mass": 36891.3684829588,
      "contribution_l2_sum": 81113.7198519944,
      "importance_score": 2689251.7634105426,
      "active_questions": 291,
      "activation_count_share": 0.0037132621,
      "router_weight_mass_share": 0.003852639,
      "contribution_l2_sum_share": 0.0047479721,
      "importance_score_share": 0.0059108668,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg)"
    },
    {
      "expert_id": 83,
      "activation_count": 500301,
      "router_weight_mass": 61706.1483874766,
      "contribution_l2_sum": 105031.0100759221,
      "importance_score": 2668113.3107244214,
      "active_questions": 291,
      "activation_count_share": 0.0065309286,
      "router_weight_mass_share": 0.0064440958,
      "contribution_l2_sum_share": 0.006147965,
      "importance_score_share": 0.0058644054,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-20-20.2 (phonon_angular_momentum); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg)"
    },
    {
      "expert_id": 248,
      "activation_count": 392592,
      "router_weight_mass": 49733.7257316589,
      "contribution_l2_sum": 83294.8202784189,
      "importance_score": 2643994.35024024,
      "active_questions": 291,
      "activation_count_share": 0.0051248954,
      "router_weight_mass_share": 0.0051937919,
      "contribution_l2_sum_share": 0.0048756423,
      "importance_score_share": 0.0058113928,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array); scicode-43-43.1 (two_end_fiber_laser_generator)"
    },
    {
      "expert_id": 183,
      "activation_count": 400470,
      "router_weight_mass": 48891.3569487929,
      "contribution_l2_sum": 83608.8729395895,
      "importance_score": 2538419.0863469173,
      "active_questions": 291,
      "activation_count_share": 0.0052277348,
      "router_weight_mass_share": 0.0051058216,
      "contribution_l2_sum_share": 0.0048940253,
      "importance_score_share": 0.0055793427,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-45-45.1 (finite_difference_heat_equation); scicode-77-77.12 (Berendsen_thermostat); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 157,
      "activation_count": 365166,
      "router_weight_mass": 50330.9386533045,
      "contribution_l2_sum": 93303.5440121512,
      "importance_score": 2537578.6322109536,
      "active_questions": 291,
      "activation_count_share": 0.0047668765,
      "router_weight_mass_share": 0.00525616,
      "contribution_l2_sum_share": 0.0054615006,
      "importance_score_share": 0.0055774954,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method)"
    },
    {
      "expert_id": 85,
      "activation_count": 465572,
      "router_weight_mass": 58490.014089996,
      "contribution_l2_sum": 118689.19071922,
      "importance_score": 2448983.3624653234,
      "active_questions": 291,
      "activation_count_share": 0.0060775763,
      "router_weight_mass_share": 0.0061082285,
      "contribution_l2_sum_share": 0.0069474433,
      "importance_score_share": 0.0053827666,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 202,
      "activation_count": 406883,
      "router_weight_mass": 48529.8661418115,
      "contribution_l2_sum": 93268.2876598022,
      "importance_score": 2443374.9148668814,
      "active_questions": 291,
      "activation_count_share": 0.0053114501,
      "router_weight_mass_share": 0.0050680704,
      "contribution_l2_sum_share": 0.0054594368,
      "importance_score_share": 0.0053704394,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-69-69.7 (LEG_Dyson_equation_semi_infinite)"
    },
    {
      "expert_id": 0,
      "activation_count": 413818,
      "router_weight_mass": 53114.664824603,
      "contribution_l2_sum": 112226.9970537254,
      "importance_score": 2384058.180540056,
      "active_questions": 291,
      "activation_count_share": 0.0054019796,
      "router_weight_mass_share": 0.0055468701,
      "contribution_l2_sum_share": 0.0065691804,
      "importance_score_share": 0.0052400636,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.2 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 186,
      "activation_count": 328666,
      "router_weight_mass": 41893.6663144167,
      "contribution_l2_sum": 64527.1653228273,
      "importance_score": 2382160.903259224,
      "active_questions": 291,
      "activation_count_share": 0.0042904055,
      "router_weight_mass_share": 0.0043750389,
      "contribution_l2_sum_share": 0.0037770821,
      "importance_score_share": 0.0052358935,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-54-54.2 (SUPG); scicode-20-20.2 (phonon_angular_momentum)"
    },
    {
      "expert_id": 47,
      "activation_count": 350049,
      "router_weight_mass": 42314.7192749315,
      "contribution_l2_sum": 68192.0241249129,
      "importance_score": 2326927.798531025,
      "active_questions": 291,
      "activation_count_share": 0.0045695392,
      "router_weight_mass_share": 0.0044190103,
      "contribution_l2_sum_share": 0.0039916038,
      "importance_score_share": 0.0051144934,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-13-13.9 (Maxwell_Equation_Solver); scicode-13-13.8 (Maxwell_Equation_Solver); scicode-13-13.11 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 3,
      "activation_count": 356205,
      "router_weight_mass": 42824.9911854625,
      "contribution_l2_sum": 95721.3479416516,
      "importance_score": 2323882.614327899,
      "active_questions": 291,
      "activation_count_share": 0.0046498996,
      "router_weight_mass_share": 0.004472299,
      "contribution_l2_sum_share": 0.0056030261,
      "importance_score_share": 0.0051078002,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)"
    },
    {
      "expert_id": 173,
      "activation_count": 268051,
      "router_weight_mass": 32887.1876806482,
      "contribution_l2_sum": 70438.264138316,
      "importance_score": 2264357.264480617,
      "active_questions": 291,
      "activation_count_share": 0.0034991374,
      "router_weight_mass_share": 0.0034344744,
      "contribution_l2_sum_share": 0.0041230869,
      "importance_score_share": 0.0049769659,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-77-77.12 (Berendsen_thermostat); scicode-55-55.1 (Swift_Hohenberg)"
    },
    {
      "expert_id": 207,
      "activation_count": 258108,
      "router_weight_mass": 33250.7654064871,
      "contribution_l2_sum": 73253.7336281052,
      "importance_score": 2252130.6462212405,
      "active_questions": 291,
      "activation_count_share": 0.0033693415,
      "router_weight_mass_share": 0.0034724435,
      "contribution_l2_sum_share": 0.0042878897,
      "importance_score_share": 0.0049500922,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-54-54.2 (SUPG)"
    },
    {
      "expert_id": 158,
      "activation_count": 280771,
      "router_weight_mass": 32113.8025207019,
      "contribution_l2_sum": 63264.495669509,
      "importance_score": 2223256.226108036,
      "active_questions": 291,
      "activation_count_share": 0.0036651843,
      "router_weight_mass_share": 0.0033537082,
      "contribution_l2_sum_share": 0.0037031721,
      "importance_score_share": 0.0048866274,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-9-9.1 (Weighted_Jacobi); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg)"
    },
    {
      "expert_id": 95,
      "activation_count": 412676,
      "router_weight_mass": 50253.1677133213,
      "contribution_l2_sum": 87726.9133785651,
      "importance_score": 2197326.6685979776,
      "active_questions": 291,
      "activation_count_share": 0.0053870719,
      "router_weight_mass_share": 0.0052480382,
      "contribution_l2_sum_share": 0.0051350738,
      "importance_score_share": 0.0048296353,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-63-63.1 (Estimating_Stock_Option_Price); scicode-63-63.2 (Estimating_Stock_Option_Price); scicode-63-63.3 (Estimating_Stock_Option_Price)"
    },
    {
      "expert_id": 56,
      "activation_count": 316618,
      "router_weight_mass": 38739.8634299287,
      "contribution_l2_sum": 94736.9718865569,
      "importance_score": 2193360.17108187,
      "active_questions": 291,
      "activation_count_share": 0.0041331309,
      "router_weight_mass_share": 0.004045681,
      "contribution_l2_sum_share": 0.0055454059,
      "importance_score_share": 0.0048209171,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)"
    },
    {
      "expert_id": 105,
      "activation_count": 346364,
      "router_weight_mass": 42312.2215336166,
      "contribution_l2_sum": 67887.072230959,
      "importance_score": 2184411.2116961866,
      "active_questions": 291,
      "activation_count_share": 0.0045214352,
      "router_weight_mass_share": 0.0044187494,
      "contribution_l2_sum_share": 0.0039737535,
      "importance_score_share": 0.0048012477,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-77-77.10 (Berendsen_thermostat)"
    },
    {
      "expert_id": 23,
      "activation_count": 450371,
      "router_weight_mass": 57268.5090168107,
      "contribution_l2_sum": 98935.774165006,
      "importance_score": 2111212.6871759566,
      "active_questions": 291,
      "activation_count_share": 0.0058791424,
      "router_weight_mass_share": 0.0059806643,
      "contribution_l2_sum_share": 0.0057911818,
      "importance_score_share": 0.0046403603,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-79-79.2 (Nose_Hoover_chain_thermostat)"
    },
    {
      "expert_id": 135,
      "activation_count": 394154,
      "router_weight_mass": 48035.9713234391,
      "contribution_l2_sum": 76091.2179264526,
      "importance_score": 2068332.2395221982,
      "active_questions": 291,
      "activation_count_share": 0.0051452858,
      "router_weight_mass_share": 0.005016492,
      "contribution_l2_sum_share": 0.0044539812,
      "importance_score_share": 0.0045461108,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-58-58.4 (Tolman_Oppenheimer_Volkoff_star); scicode-22-22.2 (Beam_translation_reexpansion); scicode-13-13.9 (Maxwell_Equation_Solver)"
    },
    {
      "expert_id": 163,
      "activation_count": 360773,
      "router_weight_mass": 52651.6488270959,
      "contribution_l2_sum": 80667.621846505,
      "importance_score": 2050148.548786109,
      "active_questions": 291,
      "activation_count_share": 0.0047095303,
      "router_weight_mass_share": 0.0054985164,
      "contribution_l2_sum_share": 0.0047218599,
      "importance_score_share": 0.0045061437,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-77-77.12 (Berendsen_thermostat); scicode-73-73.8 (Xray_conversion_II); scicode-73-73.5 (Xray_conversion_II)"
    },
    {
      "expert_id": 155,
      "activation_count": 234971,
      "router_weight_mass": 28748.4712082846,
      "contribution_l2_sum": 65266.7385044396,
      "importance_score": 2024240.6482880283,
      "active_questions": 291,
      "activation_count_share": 0.0030673111,
      "router_weight_mass_share": 0.00300226,
      "contribution_l2_sum_share": 0.0038203729,
      "importance_score_share": 0.0044491992,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-43-43.1 (two_end_fiber_laser_generator)"
    },
    {
      "expert_id": 81,
      "activation_count": 317937,
      "router_weight_mass": 43102.4599750826,
      "contribution_l2_sum": 50251.4639312317,
      "importance_score": 2022407.2477045394,
      "active_questions": 291,
      "activation_count_share": 0.0041503492,
      "router_weight_mass_share": 0.0045012756,
      "contribution_l2_sum_share": 0.0029414574,
      "importance_score_share": 0.0044451695,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-66-66.6 (kolmogorov_crespi_potential); scicode-20-20.2 (phonon_angular_momentum); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger)"
    },
    {
      "expert_id": 30,
      "activation_count": 365569,
      "router_weight_mass": 47416.1511892083,
      "contribution_l2_sum": 58921.7634688038,
      "importance_score": 1983351.784155409,
      "active_questions": 291,
      "activation_count_share": 0.0047721372,
      "router_weight_mass_share": 0.0049517629,
      "contribution_l2_sum_share": 0.0034489713,
      "importance_score_share": 0.0043593272,
      "domain": "ODE / time integration",
      "expert_domain_share": 1.0,
      "lift_vs_corpus": 5.8091113142,
      "top_questions": "scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-53-53.1 (Stochastic_Lotka_Volterra); scicode-50-50.4 (Replica_symmetry_breaking)"
    }
  ]
}