{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03236822,0.001631119,0.006410833,0.016901,0.001315855,0.004208836,0.002558586,0.003487086,0.004422911],"category_scores_gemma":[0.1773188,0.001400894,0.009605533,0.01598828,0.001775894,0.003965774,0.00305134,0.001709888,0.0005203199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005001487,"about_ca_system_score_gemma":0.01828955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008717464,"about_ca_topic_score_gemma":0.0196524,"domain_scores_codex":[0.971531,0.0101636,0.01132817,0.001910081,0.004390375,0.0006767734],"domain_scores_gemma":[0.8365681,0.133612,0.01801483,0.001907517,0.00931287,0.0005846541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002360044,0.00002330754,0.002333718,0.9120355,0.005927221,0.000165887,0.001210795,0.0001114839,0.0001146576,0.0004527149,0.002581364,0.07480739],"study_design_scores_gemma":[0.00003989622,0.00008056116,0.003071326,0.9695094,0.01563469,0.0002405609,0.0006223087,0.0000426339,0.00008867087,0.0002727374,0.01037626,0.00002099143],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001571617,0.9957676,0.0003742752,0.0006292633,0.000272071,0.0004821657,0.0003960634,0.000008261671,0.0004986105],"genre_scores_gemma":[0.02100965,0.9741377,0.001270211,0.001002935,0.0002125992,0.00178066,0.0003934738,0.00001251045,0.0001802653],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03236822,"threshold_uncertainty_score":0.1711816,"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."}}