{"id":"W4408829514","doi":"10.12688/mep.20786.1","title":"Evaluation of the “Resident as teacher” curriculum: a needs assessment in medical education at a large academic institution","year":2025,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institution; Curriculum; Medical education; Academic institution; Psychology; Pedagogy; Medicine; Sociology; Library science; Computer science; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007868629,0.0001334079,0.000235336,0.0007770688,0.0001263481,0.00002314251,0.0003205692,0.000360738,0.001612508],"category_scores_gemma":[0.01923113,0.0001003608,0.00006981009,0.003117493,0.0001503302,0.0002800909,0.0001786639,0.001005661,0.00001328084],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002530607,"about_ca_system_score_gemma":0.01357824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003847701,"about_ca_topic_score_gemma":0.0002609416,"domain_scores_codex":[0.9955285,0.000416723,0.0007499926,0.0002528436,0.002803951,0.0002480033],"domain_scores_gemma":[0.9978691,0.00003957964,0.0002360814,0.0004827553,0.001306427,0.00006602648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002907133,0.002079843,0.5436008,0.0002046822,0.00007371736,9.295334e-7,0.002063103,0.00002366317,0.0002406381,0.08623697,0.1963737,0.169073],"study_design_scores_gemma":[0.003862401,0.00006235528,0.910304,0.002061372,0.0004578404,0.00003929785,0.005972948,0.02733074,0.0004902895,0.006831022,0.04241622,0.0001715122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185126,0.0004153265,0.0002199303,0.03892133,0.002224088,0.001123504,0.000001041305,0.00003065694,0.03855147],"genre_scores_gemma":[0.9925644,0.00003967152,0.0001753192,0.004233479,0.0002237114,0.000443323,0.00010242,0.000009300335,0.002208347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3667032,"threshold_uncertainty_score":0.9993002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992119252356855,"score_gpt":0.4251692419381918,"score_spread":0.4052480494146233,"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."}}