{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002926335,0.00009479398,0.0002752873,0.000146875,0.0001149555,0.00003888919,0.0002203008,0.0002026218,0.0003069972],"category_scores_gemma":[0.001082687,0.00006447971,0.00006037707,0.0002061741,0.0006121906,0.00006284863,0.00003629055,0.001046207,0.000005466358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003919545,"about_ca_system_score_gemma":0.0003912935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006871371,"about_ca_topic_score_gemma":0.000001667582,"domain_scores_codex":[0.9974719,0.00005635298,0.0005456987,0.0001114475,0.001647392,0.0001671935],"domain_scores_gemma":[0.9987224,0.00007013458,0.0002930209,0.0001346059,0.0005202427,0.0002595652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008209989,0.003249465,0.04493508,0.0002710895,0.0004692433,0.000464294,0.06873014,8.419487e-7,0.0002015252,0.7519984,0.03230238,0.09655655],"study_design_scores_gemma":[0.02665214,0.01515063,0.1673073,0.01163006,0.001524509,0.005071497,0.1921995,0.000288127,0.001056132,0.3200685,0.257217,0.001834449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7965392,0.0006293476,0.0003945936,0.1984954,0.0007074163,0.0001761923,0.000003518697,0.00001360982,0.003040674],"genre_scores_gemma":[0.979601,0.0000394563,0.002868792,0.01676063,0.0005225862,0.000001022257,0.000002947065,0.000007221238,0.0001963571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4319299,"threshold_uncertainty_score":0.4545307,"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."}}