{"id":"W4206447185","doi":"10.1097/acm.0b013e3181e8a5a1","title":"University of South Florida College of Medicine","year":2010,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Homewood Research Institute","funders":"","keywords":"Medical education; Higher education; Medicine; Family medicine; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001030647,0.001114986,0.000587213,0.001815672,0.001789786,0.002754733,0.0009432292,0.001738136,0.556163],"category_scores_gemma":[0.004751629,0.0003597528,0.0004316957,0.0007971381,0.0005941664,0.001593685,0.001901991,0.002213992,0.1702169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002238095,"about_ca_system_score_gemma":0.005882376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005469155,"about_ca_topic_score_gemma":0.01054777,"domain_scores_codex":[0.9989737,0.0001335483,0.00004413951,0.0002492367,0.0004106539,0.0001887064],"domain_scores_gemma":[0.9982999,0.0001888993,0.00007495817,0.0001070035,0.0006422587,0.0006869354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008438051,0.0001108645,0.002069221,0.0001910791,0.00001421953,0.0003549051,0.0001220516,0.00006626709,0.0002976736,0.006181929,0.7975818,0.1929256],"study_design_scores_gemma":[0.00002659338,0.00004495448,0.002545391,0.0003081594,0.000007760564,0.0004110732,0.0001104929,0.00008304993,0.0001017988,0.001221967,0.9951254,0.00001346319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003855971,0.01281909,0.002135847,0.03717179,0.00702452,0.0004238735,0.00414436,0.0009762177,0.9314483],"genre_scores_gemma":[0.03331427,0.0191043,0.005330408,0.01279219,0.002850899,0.0004802844,0.004711768,0.0003775278,0.9210383],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.556163,"threshold_uncertainty_score":0.6330796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0210939750856147,"score_gpt":0.3112399772321552,"score_spread":0.2901460021465405,"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."}}