{"id":"W4200516708","doi":"10.2196/33296","title":"The Standardization of Hospital-Acquired Infection Rates Using Prediction Models in Iran: Observational Study of National Nosocomial Infection Registry Data","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Medical Research Development","keywords":"Medicine; Emergency medicine; Observational study; Intensive care unit; Infectious disease (medical specialty); Respiratory tract infections; Internal medicine; Disease; Intensive care medicine; Respiratory system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02927221,0.0008612896,0.0008083616,0.002223118,0.0004486621,0.001174699,0.001448395,0.0005432141,0.0004656734],"category_scores_gemma":[0.05463499,0.0005674227,0.001658177,0.003694736,0.0006904596,0.001446508,0.001374091,0.001364028,0.0001900486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001173401,"about_ca_system_score_gemma":0.002238189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0119711,"about_ca_topic_score_gemma":0.007839033,"domain_scores_codex":[0.9766861,0.01344095,0.002719937,0.002762249,0.003370193,0.001020683],"domain_scores_gemma":[0.9528769,0.01400666,0.01834194,0.00813692,0.005638634,0.0009990869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000448631,0.0000440253,0.9976714,0.00001267932,0.0001117147,0.00001247573,0.00009407859,0.0003192335,0.00001779241,0.00003256607,0.0001627494,0.001476485],"study_design_scores_gemma":[0.00002379867,0.0001926126,0.9888105,0.00004341285,0.000125304,0.0001821259,0.000576883,0.009283041,0.000167602,0.0001541893,0.0004218719,0.00001851206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956691,0.0002490054,0.002546115,0.0001118285,0.00003013614,0.00006939087,0.001037218,0.00002241357,0.0002646491],"genre_scores_gemma":[0.9961354,0.0001170144,0.001537682,0.00003389056,0.00001788766,0.00007376706,0.002041253,0.000008881428,0.00003414569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02927221,"threshold_uncertainty_score":0.1548081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2137375841903002,"score_gpt":0.4133014874010313,"score_spread":0.1995639032107311,"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."}}