{"id":"W4386997756","doi":"10.1016/j.ajog.2023.09.020","title":"Current practices and perspectives on clerkship grading in obstetrics and gynecology","year":2023,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Tufts University School of Medicine; Brody School of Medicine; University of Washington; East Carolina University; University of Connecticut; Ohio State University; Association of Professors of Gynecology and Obstetrics","keywords":"Grading (engineering); Obstetrics and gynaecology; Medicine; Specialty; Medical education; Clinical clerkship; Family medicine; Gynecology; Obstetrics; Psychology; Curriculum; Pregnancy; 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":[0.07945286,0.0003588338,0.0006461285,0.006421543,0.004490513,0.01147548,0.00441733,0.004101984,0.005819987],"category_scores_gemma":[0.1428483,0.0005761278,0.0008086759,0.007891958,0.008819929,0.00502818,0.005131399,0.0069185,0.001347317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01362935,"about_ca_system_score_gemma":0.02219837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02994081,"about_ca_topic_score_gemma":0.05841966,"domain_scores_codex":[0.9464622,0.02260111,0.006764098,0.003916093,0.01685487,0.003401611],"domain_scores_gemma":[0.802207,0.09240376,0.01537353,0.005700391,0.06494106,0.01937424],"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":[0.000201059,0.0005086967,0.05749593,0.002135592,0.00007075787,0.0002221658,0.0136782,0.0006669193,0.0008197285,0.04337369,0.1214112,0.759416],"study_design_scores_gemma":[0.0001312186,0.0004769441,0.1638834,0.01792987,0.0001269121,0.001439836,0.06782623,0.001713201,0.001675625,0.04452206,0.6999119,0.000362733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05253069,0.08325049,0.00734137,0.7901601,0.01006695,0.0001005684,0.0002896613,0.0001779757,0.0560822],"genre_scores_gemma":[0.6301594,0.1576272,0.03010933,0.1470668,0.01884487,0.0003109136,0.0007306578,0.0004131111,0.01473765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07945286,"threshold_uncertainty_score":0.4201919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04837522927582504,"score_gpt":0.3639666136325588,"score_spread":0.3155913843567338,"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."}}