{"id":"W4416677873","doi":"10.1111/1742-6723.70176","title":"Doctors as Witnesses","year":2025,"lang":"en","type":"article","venue":"Emergency Medicine Australasia","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Expert witness; Duty; Consistency (knowledge bases); Witness; Reliability (semiconductor); Administration (probate law); Medical negligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008632136,0.0004882975,0.0005610842,0.001057216,0.005623182,0.005961145,0.001176327,0.008722918,0.03385909],"category_scores_gemma":[0.05323412,0.0005883222,0.0004390397,0.0005934112,0.008919903,0.01060837,0.008857358,0.01120246,0.009662725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002112581,"about_ca_system_score_gemma":0.006630919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002405505,"about_ca_topic_score_gemma":0.003852191,"domain_scores_codex":[0.9884551,0.005598729,0.0008100187,0.001045912,0.002760997,0.001329411],"domain_scores_gemma":[0.9781256,0.007289474,0.0020196,0.001655643,0.003075531,0.007834081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009395809,0.00006625514,0.002325837,0.0004621159,0.00002731972,0.002920044,0.01976396,0.0001431575,0.001026872,0.4756441,0.4150219,0.0825045],"study_design_scores_gemma":[0.00001984099,0.00002899476,0.0003515735,0.0006320672,0.000007943693,0.001769482,0.00455613,0.00004020797,0.0001463947,0.03441512,0.9580176,0.00001480244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01180026,0.03548665,0.008417042,0.6200431,0.03762819,0.0002151723,0.0002296704,0.00012759,0.2860524],"genre_scores_gemma":[0.3153226,0.05334779,0.01014503,0.3314018,0.0200359,0.0002842153,0.0002540765,0.0001497103,0.2690588],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03385909,"threshold_uncertainty_score":0.1132699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0825787879186335,"score_gpt":0.5135600599349948,"score_spread":0.4309812720163613,"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."}}