{"id":"W2044789795","doi":"10.1503/cmaj.110925","title":"Defining training needs, core competencies and future certification for Canadian hospitalists","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kelowna General Hospital","funders":"","keywords":"Certification; Medicine; Core competency; Training (meteorology); Medical education; Family medicine; Geography; Political science; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002621038,0.0001982995,0.000147543,0.001788512,0.003176549,0.001614466,0.001237583,0.0006844851,0.002902851],"category_scores_gemma":[0.01360679,0.0001731211,0.0002284919,0.001556446,0.0007726335,0.00127665,0.001869073,0.001031894,0.0002300287],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03178301,"about_ca_system_score_gemma":0.07540366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9118336,"about_ca_topic_score_gemma":0.9684426,"domain_scores_codex":[0.9980129,0.0001426892,0.00008338048,0.00007569793,0.0007395458,0.0009457753],"domain_scores_gemma":[0.9912356,0.0004041399,0.0008780976,0.00005659384,0.00343668,0.003988839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001040981,0.0001407394,0.8934075,0.0001454297,0.00001212567,0.0002083325,0.009727194,0.0004889237,0.0002369066,0.002737788,0.02468811,0.06810278],"study_design_scores_gemma":[0.00001217914,0.00006136899,0.9670587,0.0003751478,0.000008499517,0.0001215303,0.0212871,0.0009566596,0.0001401123,0.0006375833,0.009319021,0.00002216034],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562398,0.001632258,0.0003913082,0.01613685,0.0001205549,0.0001010998,0.001252492,0.00001978286,0.0241058],"genre_scores_gemma":[0.9968324,0.0005144617,0.0006719111,0.0003137927,0.00001438502,0.0000248957,0.0006084208,0.000004056722,0.001015647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.968217,"threshold_uncertainty_score":0.2306029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144348460921612,"score_gpt":0.2626087823116782,"score_spread":0.241165297702462,"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."}}