{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02841567,0.00102134,0.0006380439,0.003206917,0.002724797,0.007017924,0.002489973,0.007204567,0.2349389],"category_scores_gemma":[0.04444496,0.0007441803,0.0009709455,0.002188017,0.001173575,0.003238308,0.004286817,0.005608068,0.1447382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008181655,"about_ca_system_score_gemma":0.06475842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01379787,"about_ca_topic_score_gemma":0.02254768,"domain_scores_codex":[0.9816616,0.004078716,0.001260617,0.001505167,0.008550152,0.002943757],"domain_scores_gemma":[0.9117447,0.007922507,0.002110002,0.004462547,0.05052706,0.02323318],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002262515,0.00006517718,0.0004499622,0.00007007879,0.000004147644,0.00003083421,0.00004391416,0.00006697406,0.0001767597,0.005088441,0.9383664,0.05561478],"study_design_scores_gemma":[0.000007056292,0.00001194433,0.0007926899,0.0001656383,0.000001765019,0.00001501737,0.00005079402,0.00007016624,0.00009483781,0.0004608126,0.9983245,0.000004785361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001899454,0.007049416,0.005470745,0.2888716,0.05129956,0.003615795,0.005650704,0.0009804774,0.6351622],"genre_scores_gemma":[0.009508216,0.004615585,0.006118495,0.04524113,0.01170972,0.00263015,0.005114254,0.0003306129,0.9147317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9715843,"threshold_uncertainty_score":0.785949,"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."}}