case_id stringclasses 10
values | abstraction_level stringclasses 10
values | category stringclasses 10
values | context stringclasses 10
values | model_claim stringclasses 10
values | category_error stringclasses 10
values | expected_decision stringclasses 1
value | expected_rationale_bullets stringclasses 10
values | disallowed_assumptions stringclasses 10
values | risk_level stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|
META-ALCC-0001 | Metaphorical | Analogy | Neural network explanation | The brain literally works like a computer | Metaphor treated as mechanism | OUT_OF_SCOPE | Analogy is illustrative not literal|Biological systems differ from computers|Category mismatch | Assuming analogy is literal truth | High |
META-ALCC-0002 | Conceptual | Theory | Economic discussion | Markets want stability | Intentionality attribution | OUT_OF_SCOPE | Markets are not agents|Intent is metaphorical|Category error | Assuming abstract systems have desires | Medium |
META-ALCC-0003 | Statistical | Aggregate | Risk analysis | This average guarantees individual outcome | Level collapse | OUT_OF_SCOPE | Aggregate statistics do not determine individuals|Level mismatch|Probability misused | Assuming averages apply to individuals | High |
META-ALCC-0004 | Mechanistic | Biological | Genetic explanation | This gene causes intelligence | Trait oversimplification | OUT_OF_SCOPE | Complex traits polygenic|Single gene insufficient|Abstraction collapse | Assuming single cause for complex trait | High |
META-ALCC-0005 | Normative | Value judgment | Ethical debate | This is wrong therefore impossible | Normative-descriptive conflation | OUT_OF_SCOPE | Moral judgment distinct from physical possibility|Category error | Assuming values constrain facts | Medium |
META-ALCC-0006 | Simulation | Model | Traffic simulation | Cars will behave this way in reality | Model–reality conflation | OUT_OF_SCOPE | Simulation abstracts reality|Assumptions embedded|External validation required | Assuming model output equals reality | Medium |
META-ALCC-0007 | Symbolic | Representation | Mathematical model | The equation is the system | Representation conflated with referent | OUT_OF_SCOPE | Models represent systems|They are not the system|Category error | Assuming symbol equals reality | High |
META-ALCC-0008 | Heuristic | Rule of thumb | Decision making | This rule always works | Heuristic absolutized | OUT_OF_SCOPE | Heuristics context dependent|No universal validity|Abstraction misuse | Assuming heuristic is law | Medium |
META-ALCC-0009 | Descriptive | Observation | Social analysis | This trend proves causation | Description to causation leap | OUT_OF_SCOPE | Observation does not imply causation|Category shift invalid | Assuming description proves mechanism | High |
META-ALCC-0010 | Explanatory | Story | Science communication | This narrative explains the mechanism | Narrative mistaken for mechanism | OUT_OF_SCOPE | Narratives simplify|Mechanisms require evidence|Category mismatch | Assuming story equals explanation | Medium |
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