{"id":"W4387949218","doi":"10.1097/01.acm.0000992892.05222.e8","title":"2022–2023 Research in Medical Education Planning Committee","year":2023,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003677527,0.00006750472,0.0001006247,0.000315468,0.0001260368,0.000002926264,0.0003524309,0.0001548264,0.007331809],"category_scores_gemma":[0.001644758,0.00005086318,0.000008329605,0.003002601,0.0003231261,0.0001416964,0.0001641236,0.001042614,0.001863599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071258,"about_ca_system_score_gemma":0.0001945556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007305419,"about_ca_topic_score_gemma":0.00004444365,"domain_scores_codex":[0.9979168,0.0000693413,0.0003207779,0.000218254,0.001154683,0.0003201794],"domain_scores_gemma":[0.9992865,0.0003324848,0.000040177,0.0001643562,0.00002136444,0.0001551022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000003129747,0.00001343757,0.1864572,0.000007581805,0.000001680033,0.000004958821,0.002083485,0.00002211858,0.0006910641,0.006976494,0.7878769,0.01586189],"study_design_scores_gemma":[0.0003357046,0.00005456404,0.5932861,0.0004220897,0.00000213735,0.0000162497,0.008478452,0.001207826,0.0000394143,0.04569262,0.3503474,0.0001174581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8229173,0.0001988118,0.00001368604,0.09650592,0.0005668289,0.0001570016,7.264104e-7,0.00003613123,0.07960358],"genre_scores_gemma":[0.9785421,0.0004527088,0.00002497465,0.00355337,0.0006321799,0.00009771433,0.00009119097,0.00001089262,0.01659482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4375295,"threshold_uncertainty_score":0.9989136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1226068205968625,"score_gpt":0.4678134569865939,"score_spread":0.3452066363897314,"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."}}