{"id":"W3201186290","doi":"10.1111/tct.13416","title":"Evaluation in health professions education: Enhancing utility and supporting innovation","year":2021,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; The Wilson Centre; University of Toronto; University Health Network","funders":"","keywords":"Library science; Sociology; Medicine","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":[0.1654242,0.001133902,0.002000969,0.004359771,0.002504558,0.009446091,0.002391882,0.003302349,0.008124547],"category_scores_gemma":[0.4053054,0.0006021943,0.001165907,0.003274475,0.005439789,0.008166729,0.00603668,0.002547781,0.001118123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008052125,"about_ca_system_score_gemma":0.0247387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004531797,"about_ca_topic_score_gemma":0.006096866,"domain_scores_codex":[0.7302719,0.2292958,0.005667989,0.003744833,0.02881917,0.002200276],"domain_scores_gemma":[0.4138687,0.5057492,0.01728328,0.01619718,0.04009261,0.006809048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002635207,0.005373533,0.06012383,0.004602637,0.0004737863,0.0002042689,0.004264512,0.00284149,0.0009119216,0.04891052,0.01198685,0.8576713],"study_design_scores_gemma":[0.007099279,0.0263481,0.2134208,0.02926168,0.004581008,0.00233059,0.01576221,0.09091514,0.02889031,0.4303394,0.150033,0.001018452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.323594,0.04002984,0.2902452,0.07166251,0.004671168,0.0100837,0.0009650837,0.001363565,0.257385],"genre_scores_gemma":[0.9241082,0.003580811,0.06179925,0.003206901,0.0006585201,0.00159244,0.0001728451,0.0001172606,0.004763694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1654242,"threshold_uncertainty_score":0.8748575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2005948970761111,"score_gpt":0.559621300672209,"score_spread":0.3590264035960979,"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."}}