{"id":"W2166499008","doi":"10.2106/jbjs.i.01313","title":"Medical Expert Testimony*","year":2010,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Psychology","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":[0.004390275,0.000594861,0.0007194452,0.001264639,0.00239416,0.002384128,0.0009117506,0.003887897,0.10494],"category_scores_gemma":[0.06228073,0.000296479,0.0004821617,0.0009329075,0.0009284039,0.001673768,0.001956025,0.004096045,0.03916864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281396,"about_ca_system_score_gemma":0.003338111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259103,"about_ca_topic_score_gemma":0.002696267,"domain_scores_codex":[0.9947916,0.001894552,0.0005205761,0.000505157,0.001950158,0.0003379318],"domain_scores_gemma":[0.9797757,0.00740122,0.001567998,0.001332929,0.007768077,0.002154111],"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":[0.00003631889,0.00001376559,0.0004646761,0.0001640236,0.00001550437,0.001113756,0.0002414698,0.00005076307,0.0001927921,0.003409322,0.9514058,0.04289175],"study_design_scores_gemma":[0.00001762562,0.00002406727,0.0005122699,0.0006937764,0.00001275814,0.003223396,0.0003136446,0.0001497979,0.0003777906,0.002004716,0.9926565,0.00001362916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005507748,0.03531353,0.00851477,0.3121389,0.0916295,0.0005016112,0.001830712,0.0003561837,0.5442071],"genre_scores_gemma":[0.1376352,0.06046906,0.00759392,0.1562917,0.04720847,0.0005660336,0.001560996,0.000340622,0.5883341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.10494,"threshold_uncertainty_score":0.3510594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0811398438506973,"score_gpt":0.4181045164823337,"score_spread":0.3369646726316364,"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."}}