{"id":"W2324286232","doi":"10.1097/acm.0b013e31825803f3","title":"Public Health Physician Specialty Training in Canada and the United States","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Specialty; Public health; Certification; Health care; Medicine; Practicum; Training (meteorology); Family medicine; Preventive healthcare; Credentialing; International health; Medical education; Scope (computer science); Health policy; Nursing; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.006135087,0.0001218699,0.000376975,0.000164455,0.0005049926,0.00000169568,0.0001670295,0.0001013455,0.0001541169],"category_scores_gemma":[0.001177096,0.00007313688,0.000007873498,0.0006694176,0.0001800613,0.0001384053,0.00005080538,0.001470133,0.000009519544],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077859,"about_ca_system_score_gemma":0.005962802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9820627,"about_ca_topic_score_gemma":0.8180702,"domain_scores_codex":[0.9964767,0.001099463,0.000751181,0.0001313723,0.0002905699,0.001250781],"domain_scores_gemma":[0.9970206,0.001774671,0.0003292889,0.0001733941,0.00005968255,0.0006423441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001941008,0.000004460182,0.0802691,0.0001882817,0.00001064861,2.044949e-7,0.5439062,0.000001952246,0.000001372656,0.04259756,0.3162012,0.01679973],"study_design_scores_gemma":[0.00132087,0.00001389317,0.1020172,0.000192576,0.000002866954,0.000001345712,0.2246369,0.0002674329,1.017144e-7,0.001332765,0.6701481,0.00006597334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.552599,0.001344507,0.00003191469,0.4404621,0.00160942,0.0005114185,0.000006194216,0.00001810063,0.003417291],"genre_scores_gemma":[0.7922198,0.002917112,0.000005316258,0.20047,0.003829712,0.0000779636,0.00008519236,0.00001281659,0.0003820754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3539469,"threshold_uncertainty_score":0.9996725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2324832341266782,"score_gpt":0.4675931720124978,"score_spread":0.2351099378858197,"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."}}