{"id":"W1958809057","doi":"10.7196/sajbl.74","title":"When do medical students become professionals","year":2009,"lang":"en","type":"article","venue":"South African Journal of Bioethics and Law","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Diligence; Graduation (instrument); Discretion; Honesty; Medical education; Medical school; Psychology; Process (computing); Pedagogy; Medicine; Political science; Social psychology; Engineering; Law","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":[0.004285011,0.0001359992,0.0003187614,0.001088507,0.002832418,0.008235806,0.0007306472,0.003094943,0.02142957],"category_scores_gemma":[0.03945042,0.0004593295,0.000320598,0.0008929729,0.003271667,0.008358683,0.003706973,0.003512495,0.006367187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002771284,"about_ca_system_score_gemma":0.006585353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003960001,"about_ca_topic_score_gemma":0.006791092,"domain_scores_codex":[0.9953176,0.001184296,0.0001511644,0.0003343216,0.001273246,0.001739372],"domain_scores_gemma":[0.9758528,0.003356058,0.002834526,0.0004867862,0.003034405,0.01443554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005685186,0.0009183812,0.2335183,0.0008990653,0.00006035281,0.001316475,0.1288088,0.0001110454,0.00152607,0.04661278,0.2604999,0.3251605],"study_design_scores_gemma":[0.0001341031,0.0004038944,0.1795865,0.002213404,0.00003959995,0.001628138,0.3155564,0.0002161814,0.0009717841,0.02593791,0.4732209,0.00009114447],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5609294,0.007587372,0.001130643,0.2771315,0.004384549,0.0001484845,0.000443268,0.00009545159,0.1481494],"genre_scores_gemma":[0.9376938,0.00531247,0.0006907229,0.02805877,0.001038854,0.00009231886,0.0002426331,0.00006601206,0.02680439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02142957,"threshold_uncertainty_score":0.07168907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03769808425405723,"score_gpt":0.3986112030096599,"score_spread":0.3609131187556026,"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."}}