{"id":"W3080685653","doi":"10.1097/acm.0000000000003463","title":"University of Arizona College of Medicine–Phoenix","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modalities; Medical education; Curriculum; Accreditation; Graduation (instrument); Session (web analytics); Faculty development; Medical school; Personalization; Medicine; Psychology; Professional development; Computer science; Pedagogy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001021537,0.001126548,0.0004338074,0.001027552,0.001303338,0.002522937,0.001014814,0.001118639,0.424901],"category_scores_gemma":[0.002623846,0.0003340645,0.0003303108,0.0005881282,0.000439704,0.0009991032,0.001904538,0.002501549,0.1039772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002185061,"about_ca_system_score_gemma":0.005703673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005654123,"about_ca_topic_score_gemma":0.01288735,"domain_scores_codex":[0.9990097,0.000111943,0.00003554466,0.0002386535,0.0004341149,0.0001701227],"domain_scores_gemma":[0.9983994,0.0001142463,0.0000627133,0.0000777821,0.000495859,0.000849983],"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":[0.0001333638,0.0003917503,0.002520735,0.0002047103,0.00001465528,0.0003245942,0.00009394345,0.0001495121,0.0009076471,0.002775398,0.8267325,0.1657512],"study_design_scores_gemma":[0.00007114132,0.0001845808,0.007530938,0.0003733192,0.00001280145,0.0004745775,0.000161022,0.000282693,0.0005234501,0.0009708554,0.9893957,0.0000189726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01423181,0.009202572,0.003038475,0.04737314,0.008790778,0.0008621073,0.007010454,0.002942807,0.9065479],"genre_scores_gemma":[0.03914516,0.01463243,0.006645213,0.01069813,0.00286983,0.0005238158,0.007248076,0.0005363277,0.9177009],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.575099,"threshold_uncertainty_score":0.8203089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03788649629045494,"score_gpt":0.3166651515220644,"score_spread":0.2787786552316095,"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."}}