{"id":"W4387830539","doi":"10.1177/23821205231208790","title":"Classroom-Based Learning in an Academic Obstetrics and Gynecology Residency Training Program","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Education and Curricular Development","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Department of Obstetrics and Gynecology, University of Wisconsin-Madison","keywords":"Mentorship; Formative assessment; Medical education; Obstetrics and gynaecology; Specialty; Medicine; Psychology; Family medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001919479,0.0002428396,0.0001303151,0.00030904,0.00305708,0.0007003747,0.0009018823,0.0005492182,0.004713523],"category_scores_gemma":[0.002511891,0.0002473746,0.0001671345,0.0002242465,0.0006819573,0.0004703366,0.001891975,0.001106483,0.0006714595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002764778,"about_ca_system_score_gemma":0.008501357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003243724,"about_ca_topic_score_gemma":0.01836785,"domain_scores_codex":[0.9988721,0.0004757634,0.00002530443,0.0001023607,0.0001256434,0.0003988205],"domain_scores_gemma":[0.9966629,0.0003702018,0.0001697406,0.00005489615,0.0002525447,0.002489639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001271704,0.0641911,0.303605,0.001176069,0.00006390085,0.00638464,0.07052737,0.001658511,0.009904847,0.00110333,0.01585052,0.524263],"study_design_scores_gemma":[0.0008312634,0.03721362,0.5823182,0.0009874167,0.000112957,0.005264455,0.2882869,0.002810029,0.01078584,0.001236099,0.0700064,0.0001467104],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965122,0.0001028749,0.0002899804,0.0008298013,0.00003745276,0.0001817509,0.00003234164,0.00002008602,0.001993598],"genre_scores_gemma":[0.9903795,0.000275913,0.00311799,0.0009098061,0.00006024871,0.0002318996,0.00008680159,0.000007548299,0.004930364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004713523,"threshold_uncertainty_score":0.02005994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03908631259606948,"score_gpt":0.3970159847235982,"score_spread":0.3579296721275287,"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."}}