{"id":"W4309363871","doi":"10.1111/acem.14629","title":"Equity‐relevant sociodemographic variable collection in emergency medicine: A systematic review, qualitative evidence synthesis, and recommendations for practice","year":2022,"lang":"en","type":"review","venue":"Academic Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital; British Columbia Institute of Technology; University of Manitoba; University of British Columbia; Health Sciences Centre; Manitoba Health; Winnipeg Regional Health Authority","funders":"","keywords":"Medicine; Family medicine; MEDLINE; Equity (law)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4128152,0.003056584,0.01180648,0.02747167,0.005494502,0.01518967,0.006998442,0.00645549,0.006093807],"category_scores_gemma":[0.5700383,0.003674902,0.01121033,0.02667095,0.007011414,0.02395799,0.01295098,0.007565765,0.0009828995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03216908,"about_ca_system_score_gemma":0.1549036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01578172,"about_ca_topic_score_gemma":0.03574667,"domain_scores_codex":[0.5478679,0.3476256,0.07017921,0.008655575,0.02203388,0.003637768],"domain_scores_gemma":[0.3455992,0.552474,0.03463896,0.01375435,0.05077044,0.002763097],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002023097,0.0001013235,0.002232258,0.8088536,0.002865842,0.0001797056,0.0170241,0.0005756152,0.0002687104,0.01024293,0.01206676,0.1453868],"study_design_scores_gemma":[0.0002475585,0.0001146091,0.001103387,0.9514034,0.003805355,0.00008543327,0.01024864,0.0004685987,0.0002903688,0.009940401,0.02217949,0.0001127615],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009040783,0.7486227,0.05813361,0.08861453,0.005219329,0.07872637,0.003985585,0.0003042853,0.007352854],"genre_scores_gemma":[0.09021115,0.4469913,0.3049585,0.02116724,0.0008358241,0.1331454,0.001634808,0.000133704,0.0009221881],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5871848,"threshold_uncertainty_score":0.7241034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2135895318132014,"score_gpt":0.5192709745332698,"score_spread":0.3056814427200684,"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."}}