{"id":"W4389129382","doi":"10.1513/annalsats.202305-485oc","title":"Association Between Patient Race and Ethnicity and Use of Invasive Ventilation in the United States","year":2023,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; York University; University of Toronto; University Health Network; Institute of Health Services and Policy Research; Health Sciences Centre; Sinai Health System; Sunnybrook Health Science Centre","funders":"Department of Medicine, University of Toronto; Canadian Institutes of Health Research","keywords":"Medicine; Race (biology); Ethnic group; Association (psychology); Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001708406,0.0001892524,0.0002945912,0.000619626,0.0003513019,0.0005322793,0.0004808087,0.0003107423,0.001899576],"category_scores_gemma":[0.007005298,0.0002107223,0.0004673722,0.001088124,0.0002848282,0.0003987511,0.0004960395,0.0006361603,0.0001392351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003487813,"about_ca_system_score_gemma":0.0004555475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0165184,"about_ca_topic_score_gemma":0.01689384,"domain_scores_codex":[0.9985585,0.0005846501,0.0001679805,0.0003579217,0.0002154477,0.0001155391],"domain_scores_gemma":[0.9929944,0.00183784,0.003675586,0.0004889022,0.0005956343,0.000407619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003397455,0.00001544016,0.9989698,0.000004909462,0.0000767112,0.000008580008,0.00001963543,0.0001250783,0.00002846409,0.00003845399,0.0001812452,0.0004977107],"study_design_scores_gemma":[0.000006312835,0.0000311885,0.9972339,0.00001820818,0.00006117714,0.00007468294,0.0001276757,0.001948824,0.00006993568,0.0001070365,0.0003157217,0.000005248799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948826,0.0003162508,0.0006501141,0.0003349365,0.00001518974,0.00001364717,0.002909363,0.000008743087,0.0008691648],"genre_scores_gemma":[0.9981573,0.0001026592,0.0002496699,0.0001016269,0.0000161672,0.00001991708,0.001206469,0.000003201987,0.0001429132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0165184,"threshold_uncertainty_score":0.03284454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1403302562212898,"score_gpt":0.3939030118451657,"score_spread":0.2535727556238758,"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."}}