{"id":"W4307500003","doi":"10.1097/01.acm.0000897020.11992.f7","title":"2021-2022 Research in Medical Education Planning Committee","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine; Political science","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":[],"category_scores_codex":[0.0160502,0.0009178695,0.0006664771,0.00333515,0.002765419,0.006358387,0.001948273,0.005423709,0.3995925],"category_scores_gemma":[0.02949601,0.0006252638,0.000693623,0.002090401,0.0009497268,0.003127122,0.003244644,0.003772393,0.2841465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006245235,"about_ca_system_score_gemma":0.03441709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009464835,"about_ca_topic_score_gemma":0.01863023,"domain_scores_codex":[0.9896452,0.002112877,0.000694028,0.000939857,0.004997488,0.001610404],"domain_scores_gemma":[0.932351,0.005831805,0.001354318,0.003227753,0.0402588,0.01697631],"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":[0.00002051136,0.00005917683,0.00043576,0.00006256562,0.000002230252,0.00002364897,0.00003578112,0.00003709479,0.0001447888,0.003039265,0.9430333,0.05310592],"study_design_scores_gemma":[0.000005824021,0.00001305865,0.0009231424,0.0001560807,0.000001291755,0.00001690568,0.00006103256,0.00005433751,0.00007645612,0.000322521,0.9983655,0.000003787927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001714341,0.005661867,0.002694709,0.1526504,0.04390709,0.002374675,0.004677644,0.0007901305,0.7855291],"genre_scores_gemma":[0.005091059,0.002681205,0.00196868,0.01470237,0.006882648,0.001111903,0.002747774,0.0001983405,0.9646161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3995925,"threshold_uncertainty_score":0.8564084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1698681222660155,"score_gpt":0.5332523536839965,"score_spread":0.363384231417981,"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."}}