{"id":"W4412977632","doi":"10.12688/mep.21009.1","title":"Cyclical Variation of Field Notes Completion in a Family Medicine Residency Program","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":"Generalizability theory; Psychological intervention; Thematic analysis; Medical education; Family medicine; Psychology; Medicine; Nursing; Qualitative research; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01341276,0.0001819139,0.0002575294,0.003317508,0.001926702,0.001337799,0.001526315,0.000603167,0.001264076],"category_scores_gemma":[0.05888402,0.0003549842,0.0003226213,0.003094604,0.001386224,0.0008116435,0.00225148,0.0007821509,0.0001884079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006778583,"about_ca_system_score_gemma":0.007268305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1133787,"about_ca_topic_score_gemma":0.2127219,"domain_scores_codex":[0.9863974,0.004915948,0.001277406,0.001475198,0.004178231,0.001755832],"domain_scores_gemma":[0.9378129,0.03252483,0.01127198,0.002680207,0.01251822,0.003191876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003418981,0.00008271401,0.8177541,0.0003120847,0.00006418802,0.0005886995,0.1269045,0.0002937807,0.001536742,0.0004349838,0.003456974,0.04822933],"study_design_scores_gemma":[0.000003957173,0.00008470011,0.9608104,0.0001407087,0.000009841238,0.0001754605,0.03478764,0.0003516197,0.0005008045,0.00009425185,0.003003692,0.00003678126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959748,0.00027531,0.0008798339,0.0005151334,0.00002593491,0.0001282457,0.0007614597,0.00003488639,0.001404483],"genre_scores_gemma":[0.9981052,0.0001125505,0.0007092269,0.00009353411,0.000008714585,0.00013806,0.0004657389,0.00001391145,0.0003531133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133787,"threshold_uncertainty_score":0.2254375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03226120017007243,"score_gpt":0.3923582120213156,"score_spread":0.3600970118512432,"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."}}