{"id":"W4415244162","doi":"10.60082/2817-5069.4096","title":"Finessing a Medical Expert’s Qualifications: From Professional Communities’ Boundaries to Personal Character","year":2025,"lang":"en","type":"article","venue":"Osgoode Hall law journal","topic":"Ethics in medical practice","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Argumentative; Politics; Malpractice; Character (mathematics); Work (physics); Medical malpractice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02223808,0.0003230855,0.0006938134,0.001985552,0.01588349,0.01151463,0.001946547,0.01172216,0.00294837],"category_scores_gemma":[0.04800276,0.0004949197,0.0004747694,0.00090573,0.09613577,0.01417359,0.01737763,0.009300061,0.0003522659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004472608,"about_ca_system_score_gemma":0.005456521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004574863,"about_ca_topic_score_gemma":0.004491695,"domain_scores_codex":[0.9711349,0.01815472,0.0009075417,0.002312663,0.004846811,0.002643467],"domain_scores_gemma":[0.9582424,0.03039505,0.002705771,0.002297811,0.002954704,0.003404245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002568058,0.00002245692,0.001116484,0.00006016631,0.00001148626,0.0008466715,0.1628852,0.0001242467,0.0003084859,0.8239949,0.001701696,0.008902568],"study_design_scores_gemma":[0.0000344112,0.00007826052,0.003335982,0.0007124203,0.00002871785,0.0009175599,0.2057043,0.000685656,0.0006895715,0.7219138,0.06582128,0.00007814954],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4029326,0.003391554,0.03280271,0.1346327,0.0009141781,0.0001042589,0.00001930178,0.00004858519,0.4251541],"genre_scores_gemma":[0.9943284,0.0001775641,0.0009020802,0.002418675,0.00009629762,0.00001361137,0.000002699397,0.000009378566,0.002051353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02223808,"threshold_uncertainty_score":0.1176076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132135507424926,"score_gpt":0.5108508037297215,"score_spread":0.3976372529872289,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}