{"id":"W4300688879","doi":"10.1002/aet2.10808","title":"Gender differences in emergency medicine resident assessment: A scoping review","year":2022,"lang":"en","type":"review","venue":"AEM Education and Training","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; University of Ottawa","funders":"","keywords":"Context (archaeology); Medicine; MEDLINE; Family medicine; Systematic review; Population; Psychology; Environmental health; Geography; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002829883,0.0001638856,0.0008397281,0.0002184248,0.0004338222,0.00002318157,0.000340664,0.00007873688,0.01114417],"category_scores_gemma":[0.0004583296,0.0001426633,0.00008558061,0.0005094589,0.0001418207,0.0001074116,0.00007091439,0.0003542848,0.000004479547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001488289,"about_ca_system_score_gemma":0.002555794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007467259,"about_ca_topic_score_gemma":0.0004061379,"domain_scores_codex":[0.9976427,0.0006278198,0.0005351199,0.0003111057,0.0006579013,0.0002253447],"domain_scores_gemma":[0.9991524,0.0002420588,0.0003044844,0.0001341937,0.00003767859,0.0001292418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[1.652756e-7,0.00002210938,0.0001632849,0.02565443,0.00001801155,0.000001692877,0.02403096,3.583902e-9,1.401123e-9,0.003481255,0.002825287,0.9438028],"study_design_scores_gemma":[0.00005292254,0.00001654549,0.0001631589,0.1455876,0.0002632461,0.000002438615,0.05062044,7.488386e-8,2.36543e-10,0.0002990112,0.8028585,0.0001361075],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006580902,0.9037163,0.000002894887,0.0009112341,0.001702703,0.0006741215,0.000001805755,0.00001938349,0.09296493],"genre_scores_gemma":[0.00005645432,0.997103,0.00002962473,0.0003868804,0.0003956599,0.0001681519,0.00006310192,0.000008974072,0.001788127],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9436667,"threshold_uncertainty_score":0.9897598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4014816116132776,"score_gpt":0.5108318680730053,"score_spread":0.1093502564597277,"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."}}