{"id":"W2120782953","doi":"10.3109/0142159x.2014.874552","title":"Curriculum inventory: Modeling, sharing and comparing medical education programs","year":2014,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"Association of American Medical Colleges","keywords":"Curriculum; Curriculum mapping; Medical education; Audit; Accreditation; Accountability; Diversity (politics); Quality assurance; Computer science; Scholarship; Curriculum development; Medicine; Psychology; Pedagogy; Sociology; Political science; Business; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03121422,0.0005357267,0.0008345848,0.005579513,0.0009056657,0.003724845,0.002941565,0.0006065386,0.001959433],"category_scores_gemma":[0.08609832,0.0006057892,0.001883199,0.004784711,0.00102912,0.003153831,0.002948197,0.001237885,0.000250758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006334058,"about_ca_system_score_gemma":0.005136654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02715121,"about_ca_topic_score_gemma":0.01173501,"domain_scores_codex":[0.9854817,0.009648919,0.001006828,0.001328112,0.002094179,0.0004402811],"domain_scores_gemma":[0.9185227,0.06507896,0.004786057,0.006145566,0.004721548,0.00074503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000974908,0.001201083,0.4195884,0.0002134708,0.0009626016,0.0001020725,0.003912336,0.3838485,0.0005729601,0.01430323,0.002175876,0.1721447],"study_design_scores_gemma":[0.00009233243,0.0005266604,0.04420725,0.00005426965,0.0002010201,0.00003834052,0.001295579,0.9435355,0.001124423,0.007088538,0.001781947,0.00005412421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8543596,0.00006174689,0.1383644,0.0001824405,0.00002361144,0.001081444,0.001630829,0.001012659,0.003283268],"genre_scores_gemma":[0.8924587,0.00003291501,0.1039927,0.00001952813,0.000006096596,0.0008119447,0.002178076,0.00009296931,0.0004070767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03121422,"threshold_uncertainty_score":0.1650786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0343323229478287,"score_gpt":0.3506103187780305,"score_spread":0.3162779958302018,"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."}}