Executive Summary
T0 HARD FLOOR TRIGGERED — Clinical boundary declaration absent. Score capped at 39/100.
39
Final Score
85
S1 Intent
75
S2 Repo
75
S3 Code/Bio
60
S4 Replication
Notable Risks
Clinical-adjacent surfaces exist without an explicit non-diagnostic/non-clinical boundary.
C2_dependency_pinning: WARN
C4_exception_handling_clinical_adjacent_paths: WARN
CC1_clinical_zero_default: WARN (count=1)
CC2_api_contract: WARN (count=1)
CC3_shallow_validator: WARN (count=12)
Score Matrix
Stage 1 — README Intent85
Stage 2R — Repo Consistency75
Stage 3 — Code / Bio75
Stage 4 — Replication60
Final = 0.4 × S1 + 0.2 × S2R + 0.4 × S3 − C1_penalty | T0 floor: max 24/100
Code Integrity & Contract
C1 Hardcoded Credentials
PASS
No direct credential patterns detected by local CLI scan.
⌄
C2 Dependency Pinning
WARN
pyproject.toml:2 requires = ["hatchling"]
⌄
C3 Dead Or Deprecated Patient Adjacent Paths
PASS
No deprecated patient-adjacent metadata patterns detected.
⌄
C4 Exception Handling Clinical Adjacent Paths
WARN
openmed/__init__.py:222 except Exception:
⌄
Cc1 Clinical Zero Default
WARN
count=1
⌄
Cc2 Api Contract
WARN
count=1
⌄
Cc3 Shallow Validator
WARN
count=12
⌄
MIT AI Risk Repository Coverage V4_03_2026-04-23 | airisk.mit.edu
25 / 31
risks in scope
Risks addressed by STEM-BIO-AI detectors across the AIRI V4 medical/clinical subset. Click a domain card to filter. Toggle covered/gaps.
1Discrimination & Toxicity0
2Privacy & Security6
3Misinformation6
4Malicious Actors & Misuse0
5Human-Computer Interaction7
6Socioeconomic & Environmental0
7AI System Safety, Failures & Limitations6
Click a domain to filter
| ID | Risk | Domain | Covered by / Note |
|---|---|---|---|
| 02.01.03 | Privacy Leakage | Compromise of privacy / PII leak | CC3_shallow_validator |
| 02.09.00 | Hallucinations | False or misleading information | CC1_clinical_zero_default |
| 04.05.00 | Misleading Information | False or misleading information | CC2_api_contract |
| 16.02.01 | Compromising privacy by leaking sensitive information | Compromise of privacy / PII leak | CC3_shallow_validator |
| 16.03.01 | Disseminating false or misleading information | False or misleading information | CC2_api_contract, CC1_clinical_zero_default |
| 16.05.02 | Anthropomorphising systems can lead to overreliance and | Overreliance and unsafe use | T0_hard_floor |
| 18.05.03 | Overreliance | Overreliance and unsafe use | T0_hard_floor |
| 24.01.03 | Safe exploration problem with widely deployed AI assist | Lack of capability or robustness | C4_exception_handling_clinical_adjacent_paths |
| 24.04.01 | Physical and Psychological Harms | Overreliance and unsafe use | C2_dependency_pinning |
| 30.01.02 | Hallucination | False or misleading information | CC1_clinical_zero_default |
| 33.01.05 | Privacy and security | Compromise of privacy / PII leak | C2_dependency_pinning |
| 39.25.00 | Verifiability | Lack of transparency or interpre | CC2_api_contract |
| 41.04.00 | Healthcare | Overreliance and unsafe use | T0_hard_floor |
| 43.01.00 | Safety & Trustworthiness | AI System Safety (general) | T0_hard_floor |
| 47.02.12 | Influence, overreliance and dependence (overreliance) | Overreliance and unsafe use | T0_hard_floor |
| 47.03.01 | Privacy and data collection concerns (collecting person | Compromise of privacy / PII leak | CC3_shallow_validator |
| 56.14.00 | Overreliance on AI systems, which cannot be subsequentl | Overreliance and unsafe use | T0_hard_floor |
| 60.02.01 | Reliability issues | Lack of capability or robustness | C4_exception_handling_clinical_adjacent_paths |
| 61.02.28 | Human choice of overreliance in critical sectors | Overreliance and unsafe use | T0_hard_floor |
| 62.15.02 | Training-related (Poor model confidence calibration) | Lack of capability or robustness | CC1_clinical_zero_default |
| 65.03.03 | Reidentification | Compromise of privacy / PII leak | CC3_shallow_validator |
| 69.01.00 | False information | False or misleading information | CC2_api_contract |
| 69.01.01 | Hallucinated responses (in general) | False or misleading information | CC1_clinical_zero_default |
| 70.01.02 | Accidental harm | Lack of capability or robustness | C4_exception_handling_clinical_adjacent_paths |
| 65.03.03 | Reidentification | 2.1 | CC-3 catches shallow validators; dedicated reidentify() API expos |
| 70.02.02 | Misinformation — hallucination of clinical knowledge | 3.1 | CC-1 catches threshold=0.0 default; actual output-level hallucina |
| 39.25.00 | Verifiability — black-box AI in medical healthcare | 7.4 | B2 detects surface language only; Model Card / interpretability a |
| 11.02.00 | Allocative Harms — withheld resources in healthcare | 1.1 | Subgroup performance disparities require dynamic evaluation; outs |
| 72.04.02 | Market Concentration — healthcare single-point failures | 6.1 | Systemic risk beyond single-repository scope. |
Evidence Detail
All (3171) FAIL WARN PASS INFO
| SEV | Detector | Finding | File | |
|---|---|---|---|---|
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:3:001', 'detector': 'S1_readme_bio_terms', ' | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:5:002', 'detector': 'S1_readme_bio_terms', ' | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:5:003', 'detector': 'S1_readme_bio_terms', ' | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:16:004', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:30:005', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:35:006', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:84:007', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:107:008', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:118:009', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:120:010', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:120:011', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:215:012', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:220:013', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:238:014', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:257:015', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:267:016', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:295:017', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_readme_bio_terms | {'finding_id': 'S1_readme_bio_terms:README.md:315:018', 'detector': 'S1_readme_bio_terms', | README.md | |
| INFO | S1_clinical_boundary | {'finding_id': 'S1_clinical_boundary:.:0:001', 'detector': 'S1_clinical_boundary', 'detect | . | |
| INFO | S1_H1_clinical_certainty_hype | {'finding_id': 'S1_H1_clinical_certainty_hype:.:0:001', 'detector': 'S1_H1_clinical_certai | . | |
| INFO | S1_H2_regulatory_approval_hype | {'finding_id': 'S1_H2_regulatory_approval_hype:.:0:001', 'detector': 'S1_H2_regulatory_app | . | |
| INFO | S1_H3_autonomous_replacement_hyp | {'finding_id': 'S1_H3_autonomous_replacement_hype:.:0:001', 'detector': 'S1_H3_autonomous_ | . | |
| INFO | S1_H4_breakthrough_marketing_hyp | {'finding_id': 'S1_H4_breakthrough_marketing_hype:README.md:3:001', 'detector': 'S1_H4_bre | README.md | |
| INFO | S1_H4_breakthrough_marketing_hyp | {'finding_id': 'S1_H4_breakthrough_marketing_hype:README.md:461:002', 'detector': 'S1_H4_b | README.md | |
| INFO | S1_H5_universal_generalization_h | {'finding_id': 'S1_H5_universal_generalization_hype:.:0:001', 'detector': 'S1_H5_universal | . | |
| INFO | S1_H6_perfect_accuracy_hype | {'finding_id': 'S1_H6_perfect_accuracy_hype:.:0:001', 'detector': 'S1_H6_perfect_accuracy_ | . | |
| INFO | S1_R1_limitations_section | {'finding_id': 'S1_R1_limitations_section:.:0:001', 'detector': 'S1_R1_limitations_section | . | |
| INFO | S1_R2_regulatory_framework | {'finding_id': 'S1_R2_regulatory_framework:README.md:31:001', 'detector': 'S1_R2_regulator | README.md | |
| INFO | S1_R2_regulatory_framework | {'finding_id': 'S1_R2_regulatory_framework:README.md:119:002', 'detector': 'S1_R2_regulato | README.md | |
| INFO | S1_R2_regulatory_framework | {'finding_id': 'S1_R2_regulatory_framework:README.md:259:003', 'detector': 'S1_R2_regulato | README.md | |
| INFO | S1_R2_regulatory_framework | {'finding_id': 'S1_R2_regulatory_framework:docs/feature-map.md:13:001', 'detector': 'S1_R2 | docs/feature-map.md | |
| INFO | S1_R2_regulatory_framework | {'finding_id': 'S1_R2_regulatory_framework:docs/index.md:18:001', 'detector': 'S1_R2_regul | docs/index.md | |
| INFO | S1_R2_regulatory_framework | {'finding_id': 'S1_R2_regulatory_framework:docs/index.md:66:002', 'detector': 'S1_R2_regul | docs/index.md | |
| INFO | S1_R4_demographic_bias_boundary | {'finding_id': 'S1_R4_demographic_bias_boundary:.:0:001', 'detector': 'S1_R4_demographic_b | . | |
| INFO | S1_R5_reproducibility_provisions | {'finding_id': 'S1_R5_reproducibility_provisions:README.md:250:001', 'detector': 'S1_R5_re | README.md | |
| INFO | S1_R5_reproducibility_provisions | {'finding_id': 'S1_R5_reproducibility_provisions:README.md:257:002', 'detector': 'S1_R5_re | README.md | |
| INFO | S1_R5_reproducibility_provisions | {'finding_id': 'S1_R5_reproducibility_provisions:docs/anonymization.md:91:001', 'detector' | docs/anonymization.md | |
| INFO | S1_R5_reproducibility_provisions | {'finding_id': 'S1_R5_reproducibility_provisions:docs/anonymization.md:114:002', 'detector | docs/anonymization.md | |
| INFO | S1_R5_reproducibility_provisions | {'finding_id': 'S1_R5_reproducibility_provisions:docs/output-formatting.md:32:001', 'detec | docs/output-formatting.md | |
| INFO | S3_T1_workflow_files | {'finding_id': 'S3_T1_workflow_files:.github/workflows/ci.yml:0:001', 'detector': 'S3_T1_w | .github/workflows/ci.yml | |
| INFO | S3_T1_workflow_files | {'finding_id': 'S3_T1_workflow_files:.github/workflows/convert-models.yml:0:001', 'detecto | .github/workflows/convert-models.yml | |
| INFO | S3_T1_workflow_files | {'finding_id': 'S3_T1_workflow_files:.github/workflows/mlx-test.yml:0:001', 'detector': 'S | .github/workflows/mlx-test.yml | |
| INFO | S3_T1_workflow_files | {'finding_id': 'S3_T1_workflow_files:.github/workflows/pages.yml:0:001', 'detector': 'S3_T | .github/workflows/pages.yml | |
| INFO | S3_T1_workflow_files | {'finding_id': 'S3_T1_workflow_files:.github/workflows/publish.yml:0:001', 'detector': 'S3 | .github/workflows/publish.yml | |
| INFO | S3_T1_workflow_files | {'finding_id': 'S3_T1_workflow_files:.github/workflows/release.yml:0:001', 'detector': 'S3 | .github/workflows/release.yml | |
| INFO | S3_T1_workflow_files | {'finding_id': 'S3_T1_workflow_files:.github/workflows/swift-test.yml:0:001', 'detector': | .github/workflows/swift-test.yml | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:25:001', 'detector': 'S3_T2_domain_te | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:26:002', 'detector': 'S3_T2_domain_te | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:31:003', 'detector': 'S3_T2_domain_te | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:33:004', 'detector': 'S3_T2_domain_te | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:52:005', 'detector': 'S3_T2_domain_te | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:55:006', 'detector': 'S3_T2_domain_te | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:60:007', 'detector': 'S3_T2_domain_te | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/conftest.py:148:008', 'detector': 'S3_T2_domain_t | tests/conftest.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:1:001', 'detector': 'S | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:3:002', 'detector': 'S | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:31:003', 'detector': ' | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:38:004', 'detector': ' | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:43:005', 'detector': ' | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:93:006', 'detector': ' | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:140:007', 'detector': | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:150:008', 'detector': | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:230:009', 'detector': | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:251:010', 'detector': | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:256:011', 'detector': | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:261:012', 'detector': | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/clinical_note.txt:311:013', 'detector': | tests/fixtures/clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:1:001', 'detector | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:3:002', 'detector | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:8:003', 'detector | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:12:004', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:18:005', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:22:006', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:23:007', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:24:008', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:26:009', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:29:010', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:32:011', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:35:012', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:38:013', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:41:014', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:44:015', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:46:016', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:48:017', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:52:018', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:55:019', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:57:020', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:60:021', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:63:022', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:64:023', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:66:024', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:68:025', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:69:026', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:72:027', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:74:028', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:76:029', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:80:030', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:83:031', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:86:032', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:89:033', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:93:034', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:95:035', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:97:036', 'detecto | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/long_clinical_note.txt:100:037', 'detect | tests/fixtures/long_clinical_note.txt | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:1:001', 'detecto | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:3:002', 'detecto | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:4:003', 'detecto | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:5:004', 'detecto | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:11:005', 'detect | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:15:006', 'detect | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:46:007', 'detect | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:47:008', 'detect | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:53:009', 'detect | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:57:010', 'detect | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:81:011', 'detect | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:100:012', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:102:013', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:109:014', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:121:015', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:143:016', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:157:017', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:164:018', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:192:019', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:194:020', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:195:021', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:197:022', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:202:023', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:208:024', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/fixtures/sample_medical_texts.py:209:025', 'detec | tests/fixtures/sample_medical_texts.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_end_to_end.py:66:001', 'detector | tests/integration/test_end_to_end.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_end_to_end.py:67:002', 'detector | tests/integration/test_end_to_end.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_end_to_end.py:75:003', 'detector | tests/integration/test_end_to_end.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_end_to_end.py:86:004', 'detector | tests/integration/test_end_to_end.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_end_to_end.py:96:005', 'detector | tests/integration/test_end_to_end.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_end_to_end.py:155:006', 'detecto | tests/integration/test_end_to_end.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_end_to_end.py:263:007', 'detecto | tests/integration/test_end_to_end.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/integration/test_sentence_detection_real.py:68:00 | tests/integration/test_sentence_detection_real.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/test_medical_remap.py:1:001', 'detector': 'S3_T2_ | tests/test_medical_remap.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/test_medical_remap.py:4:002', 'detector': 'S3_T2_ | tests/test_medical_remap.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/test_medical_remap.py:6:003', 'detector': 'S3_T2_ | tests/test_medical_remap.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/test_medical_remap.py:10:004', 'detector': 'S3_T2 | tests/test_medical_remap.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/test_medical_remap.py:12:005', 'detector': 'S3_T2 | tests/test_medical_remap.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:125:001', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:126:002', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:129:003', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:139:004', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:140:005', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:143:006', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:193:007', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_anonymizer.py:249:008', 'detector' | tests/unit/core/test_anonymizer.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_labels.py:41:001', 'detector': 'S3 | tests/unit/core/test_labels.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/core/test_labels.py:54:002', 'detector': 'S3 | tests/unit/core/test_labels.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/mlx/test_mlx_inference.py:15:001', 'detector | tests/unit/mlx/test_mlx_inference.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/ner/test_adapter.py:13:001', 'detector': 'S3 | tests/unit/ner/test_adapter.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/ner/test_adapter.py:16:002', 'detector': 'S3 | tests/unit/ner/test_adapter.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/ner/test_indexing.py:18:001', 'detector': 'S | tests/unit/ner/test_indexing.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/ner/test_indexing.py:45:002', 'detector': 'S | tests/unit/ner/test_indexing.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/ner/test_label_map_consistency.py:101:001', | tests/unit/ner/test_label_map_consistency.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/ner/test_label_map_consistency.py:103:002', | tests/unit/ner/test_label_map_consistency.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/ner/test_label_map_consistency.py:132:003', | tests/unit/ner/test_label_map_consistency.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_core.py:314:001', 'detector': 'S3_T2_do | tests/unit/test_core.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_model_registry.py:35:001', 'detector': | tests/unit/test_model_registry.py | |
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| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:43:001', 'detector': 'S3_T2_doma | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:117:002', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:118:003', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:123:004', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:124:005', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:274:006', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:305:007', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:327:008', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:334:009', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:336:010', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:383:011', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:390:012', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:392:013', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:417:014', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:424:015', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:434:016', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:441:017', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:645:018', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:711:019', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:715:020', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:910:021', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:920:022', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:934:023', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:945:024', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:952:025', 'detector': 'S3_T2_dom | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:1241:026', 'detector': 'S3_T2_do | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii.py:1253:027', 'detector': 'S3_T2_do | tests/unit/test_pii.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_accuracy.py:194:001', 'detector': ' | tests/unit/test_pii_accuracy.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_accuracy.py:195:002', 'detector': ' | tests/unit/test_pii_accuracy.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_accuracy.py:206:003', 'detector': ' | tests/unit/test_pii_accuracy.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_entity_merger.py:73:001', 'detector | tests/unit/test_pii_entity_merger.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_entity_merger.py:79:002', 'detector | tests/unit/test_pii_entity_merger.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_entity_merger.py:104:003', 'detecto | tests/unit/test_pii_entity_merger.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_entity_merger.py:153:004', 'detecto | tests/unit/test_pii_entity_merger.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_entity_merger.py:213:005', 'detecto | tests/unit/test_pii_entity_merger.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_entity_merger.py:311:006', 'detecto | tests/unit/test_pii_entity_merger.py | |
| INFO | S3_T2_domain_tests | {'finding_id': 'S3_T2_domain_tests:tests/unit/test_pii_entity_merger.py:357:007', 'detecto | tests/unit/test_pii_entity_merger.py |