{"id":"W2900203432","doi":"10.1503/cmaj.70447","title":"Doctor, physician, professor, teacher","year":2018,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Jurisdiction; Medicine; Medical education; Law; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002048306,0.0003075642,0.0005248826,0.0006973931,0.0005331069,0.0004390525,0.0007251437,0.003535657,0.007638368],"category_scores_gemma":[0.001425629,0.0002775122,0.0001974551,0.0004468162,0.00007083942,0.0003816936,0.00005981934,0.006370362,0.005717926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001354842,"about_ca_system_score_gemma":0.00238416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02999243,"about_ca_topic_score_gemma":0.07137933,"domain_scores_codex":[0.9958518,0.0001028956,0.0007202928,0.0003270396,0.001849456,0.001148553],"domain_scores_gemma":[0.9975501,0.00006064938,0.0009372024,0.0002463876,0.001024725,0.0001809816],"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":[7.04582e-7,0.000007334683,0.002360259,0.00008529122,0.00008946892,0.0009027212,0.00001356596,9.135798e-9,1.560176e-7,0.0005595285,0.9763518,0.01962919],"study_design_scores_gemma":[0.0002773251,0.000008913475,0.0005812116,0.0002170247,0.00003527575,0.00005402169,0.00005063766,0.0000296803,1.300203e-7,0.001348981,0.9971025,0.000294301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001573746,0.0001031942,0.00001029071,0.9420835,0.006727669,0.0002160584,0.00001325678,0.0001020814,0.04917017],"genre_scores_gemma":[0.001454392,0.0000122747,0.000009569388,0.8142858,0.170021,0.00001726183,0.00007723204,0.00006313603,0.01405929],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1632934,"threshold_uncertainty_score":0.9999677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447928965624094,"score_gpt":0.2469447923032136,"score_spread":0.2324655026469726,"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."}}