{"id":"W2051554635","doi":"10.1111/j.1553-2712.2003.tb00067.x","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":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; Alberta Hospital Edmonton; University of Alberta","funders":"","keywords":"Medicine; Certification; Helpfulness; Rating scale; Affect (linguistics); Credentialing; Board certification; Family medicine; Medical education; Continuing education; Psychology; Residency training","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":[0.003506506,0.0002229083,0.0002193525,0.0008168081,0.0003056195,0.0007040553,0.0003235012,0.0002492755,0.002052993],"category_scores_gemma":[0.02685211,0.0001933029,0.000226128,0.0003915963,0.0003284004,0.0003687174,0.0006338488,0.0003499513,0.0005233457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017015,"about_ca_system_score_gemma":0.001221218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005255817,"about_ca_topic_score_gemma":0.01123004,"domain_scores_codex":[0.9975889,0.0006990205,0.0001806906,0.0001589197,0.001086374,0.0002862467],"domain_scores_gemma":[0.9762857,0.004104784,0.00936063,0.00050479,0.006960895,0.002783143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001742512,0.00008912214,0.9906982,0.00001835054,0.00001581087,0.00006979318,0.0005468642,0.00004806857,0.0003886697,0.000005425748,0.0002383849,0.00770714],"study_design_scores_gemma":[0.000005462073,0.0003341221,0.9983796,0.00001280976,0.000006339174,0.0001456975,0.0005273402,0.00009096982,0.0002705091,0.000002816852,0.0002209263,0.000003468053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999144,0.0000923472,0.00007326376,0.00003690868,0.000007851256,0.00001417653,0.00004153116,0.000006498152,0.0005833712],"genre_scores_gemma":[0.9993731,0.00005754096,0.0001205697,0.00001200147,0.00000751364,0.000009433747,0.00007220572,0.000002564768,0.0003451067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005255817,"threshold_uncertainty_score":0.01854444,"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."}}