{"id":"W4250490176","doi":"10.22374/cjgim.v9i2.41","title":"Role Models: Just What the Resident Ordered?","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Work (physics); Medical education; Career Pathways; Mechanical engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0148761,0.0005358334,0.000696594,0.000561668,0.005389854,0.006018288,0.001750621,0.004056422,0.01365716],"category_scores_gemma":[0.0561039,0.0003413669,0.0006209293,0.0007725018,0.00493687,0.009874268,0.003974815,0.01291455,0.004808205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007254734,"about_ca_system_score_gemma":0.01795628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01272539,"about_ca_topic_score_gemma":0.04037527,"domain_scores_codex":[0.9867796,0.007180007,0.0006894012,0.0004580918,0.003357489,0.00153545],"domain_scores_gemma":[0.9509359,0.009460926,0.002441271,0.001384422,0.01824174,0.01753575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001263,0.00013682,0.004720469,0.0006152024,0.00002747599,0.0005679459,0.005586805,0.0001127428,0.0002259369,0.01960574,0.8601456,0.1081289],"study_design_scores_gemma":[0.00009856474,0.0004983619,0.007107631,0.009493177,0.00008532972,0.003501208,0.05125066,0.0004717013,0.0006827676,0.02858397,0.8979466,0.0002801426],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006720364,0.009684811,0.001351335,0.9533567,0.01626969,0.00003513205,0.00009383148,0.0001006149,0.01238755],"genre_scores_gemma":[0.3408804,0.03886995,0.007790539,0.5498919,0.01678028,0.0002190599,0.0003000681,0.0004650411,0.04480279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0148761,"threshold_uncertainty_score":0.07867324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03059612115618593,"score_gpt":0.3104124377903891,"score_spread":0.2798163166342031,"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."}}