{"id":"W4220899358","doi":"10.1513/annalsats.202112-1360oc","title":"Association of Unit Census with Delays in Antimicrobial Initiation among Ward Patients with Hospital-acquired Sepsis.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"National Heart, Lung, and Blood Institute; American Thoracic Society","keywords":"Medicine; Sepsis; Emergency medicine; Retrospective cohort study; Cohort; Intensive care unit; Antimicrobial; Census; Cohort study; Pediatrics; Internal medicine; Population; Environmental health","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":[0.0004951967,0.0001361417,0.000187453,0.0004784101,0.0002601909,0.0005429457,0.0002963148,0.0002811157,0.003795312],"category_scores_gemma":[0.01624639,0.0001859835,0.0002355062,0.000667269,0.0001369678,0.0004332107,0.0004312003,0.0008958093,0.0002629301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005142589,"about_ca_system_score_gemma":0.0008353486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009952832,"about_ca_topic_score_gemma":0.01159027,"domain_scores_codex":[0.9993587,0.0001747068,0.0001355453,0.00009051159,0.0001333084,0.0001071323],"domain_scores_gemma":[0.9858589,0.003506806,0.007875662,0.0003802557,0.0009563078,0.001422124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001315249,0.00001805891,0.9975522,0.00001204192,0.00002280297,0.00002195636,0.00004919992,0.00005658007,0.00006463348,0.00001804428,0.0002743298,0.001778645],"study_design_scores_gemma":[0.000005931011,0.00006728165,0.9985521,0.00001565535,0.00001481982,0.0001259873,0.0002107823,0.0006515408,0.00006762716,0.00003032896,0.0002531858,0.000004719207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974216,0.0004138035,0.0001165342,0.0002717962,0.00002607145,0.000009183118,0.0007020796,0.00001091273,0.001027968],"genre_scores_gemma":[0.9993688,0.00008741314,0.00008627667,0.00002478532,0.000009582513,0.000005063899,0.0002580589,0.000002704522,0.0001573184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009952832,"threshold_uncertainty_score":0.01978981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02473344372367583,"score_gpt":0.2280076072480449,"score_spread":0.2032741635243691,"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."}}