{"id":"W4283217634","doi":"10.52964/amja.0900","title":"The prediction of early mortality by the ROX index of oxygenation and respiratory rate in diverse Canadian and Ugandan cohorts of unselected patient: a post-hoc retrospective analysis of 80,558 patient observations","year":2022,"lang":"en","type":"article","venue":"Acute Medicine Journal","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Retrospective cohort study; Intensive care unit; Emergency medicine; Referral; Mortality rate; Post-hoc analysis; Predictive value; Pediatrics; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0005974076,0.0002924867,0.000383968,0.0007332087,0.0008659117,0.0005894332,0.000371143,0.0002542972,0.0007035432],"category_scores_gemma":[0.001775541,0.0002011687,0.0003722101,0.0007292191,0.0004226237,0.0001888235,0.0004566172,0.000388835,0.0001164029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303835,"about_ca_system_score_gemma":0.001808977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1871678,"about_ca_topic_score_gemma":0.2093936,"domain_scores_codex":[0.9995363,0.00006840259,0.0000342142,0.0000939649,0.0001234566,0.0001437424],"domain_scores_gemma":[0.9991216,0.000164,0.000258244,0.00008139859,0.0002189964,0.0001557065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001020542,0.00001203188,0.9989655,0.000003718004,0.00003489301,0.00004669258,0.00006997473,0.00002237806,0.0001770949,0.000006361766,0.00003543361,0.000523729],"study_design_scores_gemma":[0.000005654482,0.00008390135,0.9992633,0.000002378582,0.00001674023,0.0001359057,0.0001879608,0.0001031738,0.00008764547,0.000004627915,0.0001053974,0.000003207632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996837,0.00003705407,0.00002410071,0.000004974701,0.000001014318,0.000007395211,0.0001647543,6.365152e-7,0.00007621259],"genre_scores_gemma":[0.999415,0.0000397539,0.00005874741,0.000008194204,0.000002426489,0.000007517775,0.0004128994,9.070775e-7,0.0000545727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8128322,"threshold_uncertainty_score":0.3721568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468450014805902,"score_gpt":0.2792998884014548,"score_spread":0.2446153882533957,"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."}}