{"id":"W2000895141","doi":"10.1111/j.1365-2923.2004.01760.x","title":"Quality improvement in medical students' education: the AAMC medical school graduation questionnaire","year":2004,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Graduation (instrument); Citation; Certification; Medical school; Library science; Quality (philosophy); Medical education; Psychology; Medicine; Computer science; Political science; Philosophy; Law","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":[0.01126875,0.0004132075,0.001143113,0.003862461,0.001839792,0.00174954,0.0009529382,0.001728254,0.003841591],"category_scores_gemma":[0.02705258,0.0004248105,0.001232351,0.002325521,0.0005791285,0.001458788,0.002737286,0.003015161,0.0008399059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002219348,"about_ca_system_score_gemma":0.004387372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00811274,"about_ca_topic_score_gemma":0.01552499,"domain_scores_codex":[0.9941247,0.001706404,0.001042847,0.0002885516,0.001986492,0.0008510373],"domain_scores_gemma":[0.9531655,0.006403941,0.01399938,0.0009822152,0.007846875,0.01760206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002320878,0.002665292,0.9642164,0.00009200694,0.0001249793,0.00004646965,0.001318475,0.0002251408,0.0002531582,0.0001200524,0.008572155,0.02213375],"study_design_scores_gemma":[0.00004704364,0.0003534414,0.9962959,0.00003372732,0.00001928238,0.00003213312,0.0008220227,0.0001763268,0.000113725,0.00003605905,0.002052801,0.00001756836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829929,0.0006325949,0.0004387889,0.004992049,0.0003278499,0.0007795898,0.001715362,0.0001224304,0.007998331],"genre_scores_gemma":[0.9901558,0.0004565085,0.001947231,0.001873922,0.0001797697,0.0007218448,0.001303859,0.00002957179,0.00333157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126875,"threshold_uncertainty_score":0.05959558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264132811293308,"score_gpt":0.4192387684645461,"score_spread":0.406597440351613,"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."}}