{"id":"W4235707895","doi":"10.1197/aemj.10.7.731","title":"Resident Evaluation of Clinical Teachers Based on Teachers' Certification","year":2003,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Northern British Columbia; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Certification; Helpfulness; Affect (linguistics); Rating scale; Family medicine; Credentialing; Medical education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003837074,0.0002183515,0.0002210443,0.0007965796,0.0003052584,0.0007154666,0.0003359428,0.0002458242,0.002170029],"category_scores_gemma":[0.02859362,0.0001980212,0.0002337803,0.0003851558,0.0003367465,0.0003762862,0.0006483757,0.0003517557,0.0005267443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106467,"about_ca_system_score_gemma":0.001351847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00604225,"about_ca_topic_score_gemma":0.01392531,"domain_scores_codex":[0.9973578,0.0007841631,0.0001919178,0.0001663391,0.001191002,0.000308783],"domain_scores_gemma":[0.9748663,0.004461491,0.009749378,0.0005300695,0.007403537,0.002989087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001944609,0.00009183325,0.9898853,0.00002055771,0.00001779413,0.00006983148,0.0006172736,0.00005317684,0.0003778387,0.000006467845,0.0002909443,0.008374426],"study_design_scores_gemma":[0.000005687908,0.0003139526,0.9983986,0.00001359133,0.000006510704,0.0001318258,0.0005474047,0.00009187438,0.0002503667,0.000002866466,0.000233753,0.000003625757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990548,0.00009244275,0.0000707666,0.00004041811,0.000008643215,0.00001440821,0.00004433016,0.000006698772,0.0006674703],"genre_scores_gemma":[0.9993406,0.00005748161,0.0001189699,0.00001221047,0.000007779178,0.000009845092,0.00007608005,0.000002690123,0.0003744181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00604225,"threshold_uncertainty_score":0.02029264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2242094946076068,"score_gpt":0.5178506063827861,"score_spread":0.2936411117751793,"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."}}