{"id":"W2022108487","doi":"10.1097/acm.0b013e3182a36c3d","title":"Do In-Training Evaluation Reports Deserve Their Bad Reputations? A Study of the Reliability and Predictive Ability of ITER Scores and Narrative Comments","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Mount Sinai Hospital","funders":"","keywords":"Reliability (semiconductor); Inter-rater reliability; Predictive validity; Variance (accounting); Psychology; Validity; Narrative; Clinical psychology; Medical education; Medicine; Rating scale; Psychometrics; Developmental 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004791548,0.0001313622,0.0004109816,0.0001659053,0.00007725367,0.000002546908,0.00008111467,0.0001413445,0.0001659705],"category_scores_gemma":[0.01668132,0.00007773854,0.00001642458,0.0006071844,0.0007217431,0.0001716422,0.00008063825,0.0005838524,1.831471e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012409,"about_ca_system_score_gemma":0.0001575501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003287502,"about_ca_topic_score_gemma":0.00001015306,"domain_scores_codex":[0.9973471,0.0004055661,0.001106705,0.0003486491,0.000657443,0.0001345437],"domain_scores_gemma":[0.9974797,0.000563114,0.0005695623,0.0004702197,0.0008613128,0.00005611079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000551366,0.0001241313,0.7758626,0.0001107968,0.00004106422,4.128008e-7,0.2148379,0.00002281175,0.001348875,0.00002125034,0.0006728517,0.006902205],"study_design_scores_gemma":[0.001634008,0.0005424697,0.8691385,0.000763365,0.0001100947,0.00002557746,0.1181202,0.003107709,0.0001567319,0.006342149,0.00001103859,0.00004819619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899426,0.0002805286,0.00003834066,0.006315034,0.0001967934,0.003002429,0.000001684741,0.000005677353,0.000216877],"genre_scores_gemma":[0.9990355,0.00003161983,0.0001306438,0.0004365614,0.00006592665,0.000254605,0.00001599253,0.000008155125,0.00002093573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09671769,"threshold_uncertainty_score":0.9916016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06121270578846461,"score_gpt":0.3947465064594388,"score_spread":0.3335338006709742,"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."}}