{"id":"W4390072289","doi":"10.2196/46500","title":"AI Education for Fourth-Year Medical Students: Two-Year Experience of a Web-Based, Self-Guided Curriculum and Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, Emory University; National Heart, Lung, and Blood Institute; Emory University","keywords":"Curriculum; Specialty; Medical education; Set (abstract data type); Computer science; Psychology; Knowledge management; Medicine; Pedagogy; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003066475,0.0001995948,0.0004047137,0.000382856,0.0001563715,0.00004041854,0.0003226598,0.0002625597,0.0005105112],"category_scores_gemma":[0.005866332,0.0001756319,0.00009280895,0.0009203662,0.0001661214,0.0001405451,0.00008106815,0.0003505294,0.00004330896],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001795326,"about_ca_system_score_gemma":0.008201971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007144579,"about_ca_topic_score_gemma":0.00009127092,"domain_scores_codex":[0.9962406,0.0003748048,0.0009124693,0.0005099959,0.001605291,0.0003568931],"domain_scores_gemma":[0.9972025,0.0005518398,0.0002205442,0.0004210887,0.0008213595,0.0007826437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001911821,0.01396036,0.4528367,0.0009515281,0.00009001204,0.00000374939,0.02499952,0.00000130487,0.0001801465,0.001490525,0.09550399,0.409791],"study_design_scores_gemma":[0.005266054,0.005020117,0.2435723,0.003616448,0.0007265969,0.0001494139,0.6353019,0.02849274,0.007001994,0.0050049,0.06452703,0.001320532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716913,0.0001160677,0.000706492,0.02173037,0.002965461,0.002497632,0.000002263129,0.0001548165,0.0001356536],"genre_scores_gemma":[0.9848082,0.000102975,0.006661705,0.004010066,0.001114192,0.002975918,0.0001117025,0.00003487384,0.000180337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6103024,"threshold_uncertainty_score":0.9974206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.071379446087482,"score_gpt":0.5501747570487883,"score_spread":0.4787953109613062,"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."}}