{"id":"W4313598703","doi":"10.1002/bdr2.2150","title":"Bob Brent: Medical expert, expert medical witness, and expert on medical expert witnessing","year":2023,"lang":"en","type":"article","venue":"Birth Defects Research","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Expert witness; Plaintiff; Law; Medical emergency; Psychology; Medicine; Political science","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":[0.002537804,0.0004405876,0.0006098868,0.001339009,0.002629538,0.002214473,0.0008076213,0.004472603,0.07407141],"category_scores_gemma":[0.01406102,0.0005393354,0.0002602487,0.0004777981,0.001222948,0.002550228,0.001846009,0.005676762,0.03088898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239608,"about_ca_system_score_gemma":0.003332071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002796711,"about_ca_topic_score_gemma":0.008188262,"domain_scores_codex":[0.9982344,0.0003972874,0.0001304035,0.0003274442,0.0006328432,0.0002775794],"domain_scores_gemma":[0.9912302,0.001325291,0.0003469349,0.0002030054,0.001732962,0.005161579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000048088,0.00003648294,0.0007720902,0.00008723654,0.000005449352,0.001568386,0.0002603811,0.00003929735,0.0004793724,0.002982778,0.9567384,0.0369819],"study_design_scores_gemma":[0.00003945769,0.00005027183,0.001670904,0.0005745069,0.0000104848,0.01004475,0.001119053,0.0002079443,0.0006064279,0.00503281,0.9805965,0.00004684867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005442367,0.05837535,0.006408124,0.7083001,0.07045861,0.0001643174,0.0003394519,0.0006082816,0.1499034],"genre_scores_gemma":[0.07373198,0.0472068,0.008384336,0.205586,0.02851896,0.0001908864,0.0002347636,0.0004112044,0.6357352],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07407141,"threshold_uncertainty_score":0.2477936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255229128755125,"score_gpt":0.4659877917690907,"score_spread":0.3404648788935782,"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."}}