{"id":"W2327425612","doi":"10.1097/md.0000000000000937","title":"Characteristics of Internal Medicine Physicians Disciplined by Professional Colleges in Canada","year":2015,"lang":"en","type":"article","venue":"Medicine","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University Health Network; University of Toronto; Mount Sinai Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Family medicine; Confidence interval; Retrospective cohort study; Misconduct; Patient care; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001630319,0.0001684373,0.0007544695,0.00008730584,0.00007974876,5.676774e-7,0.0002591426,0.0001008997,0.001864988],"category_scores_gemma":[0.005661818,0.0001070319,0.00001579099,0.0003204771,0.0002922515,0.00007271195,0.000107969,0.0007548017,0.00001792499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004653402,"about_ca_system_score_gemma":0.002006772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7798,"about_ca_topic_score_gemma":0.5525395,"domain_scores_codex":[0.9968479,0.0005193985,0.001104175,0.0002344442,0.0008922367,0.0004018622],"domain_scores_gemma":[0.9969428,0.001658299,0.0004889101,0.0002850966,0.0002998057,0.0003251407],"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":[0.000272944,0.0001121122,0.3662761,0.0003128019,0.00001616427,0.00002514085,0.009688924,2.846548e-7,0.0005093802,0.0003177955,0.6208475,0.001620963],"study_design_scores_gemma":[0.006564086,0.0007234351,0.3449106,0.006011613,0.00008002305,0.00000259491,0.1008391,0.0003610025,0.00008354628,0.0006842162,0.539486,0.0002537351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8214133,0.0003091567,0.00006740777,0.167437,0.003384052,0.0005054647,0.00005676688,0.00001783638,0.006808977],"genre_scores_gemma":[0.9875756,0.00005015035,0.00003300494,0.005136268,0.001209511,0.00005183191,0.00009544816,0.00001593878,0.005832235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2272604,"threshold_uncertainty_score":0.9990475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05238058555659546,"score_gpt":0.4243478430411428,"score_spread":0.3719672574845473,"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."}}