{"id":"W3160421557","doi":"10.1097/pcc.0000000000002761","title":"Compliance With an Antibiotic Guideline for Suspected Ventilator-Associated Infection: The Ventilator-Associated INfection (VAIN2) Study*","year":2021,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Medicine; Guideline; Antibiotics; Discontinuation; Intensive care medicine; Mechanical ventilation; Respiratory tract infections; Cohort study; Cohort; Population; Emergency medicine; Internal medicine; Respiratory system","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":[],"consensus_categories":[],"category_scores_codex":[0.002899719,0.0006852957,0.0006521427,0.0005678358,0.0007916775,0.001377779,0.001070992,0.001080433,0.0006901803],"category_scores_gemma":[0.006166019,0.0006025123,0.0009307154,0.001157234,0.0004105158,0.0008432287,0.0009579605,0.00104809,0.0001693305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003408333,"about_ca_system_score_gemma":0.00484184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1051239,"about_ca_topic_score_gemma":0.1652795,"domain_scores_codex":[0.9984015,0.0006670073,0.00014329,0.0002460245,0.000274905,0.0002673257],"domain_scores_gemma":[0.9951167,0.0006687102,0.002406941,0.0002691128,0.0007788909,0.0007595975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006466674,0.000244079,0.9975522,0.00002949104,0.00007664684,0.00003464824,0.0001642995,0.00002747392,0.00006254797,0.000009559841,0.0002122353,0.0009400825],"study_design_scores_gemma":[0.000188894,0.001000391,0.9976301,0.00002903327,0.00007409183,0.00008143241,0.0004762945,0.0001861511,0.00005286632,0.000006648522,0.0002657752,0.000008238409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990093,0.0001111939,0.00004199005,0.00004185089,0.00000749076,0.0001217158,0.0004620248,0.000002662566,0.0002017755],"genre_scores_gemma":[0.9975926,0.0001457814,0.000287169,0.0001174211,0.00002369829,0.0001792899,0.001454378,0.000004621525,0.0001950911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1051239,"threshold_uncertainty_score":0.2090241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05320735152575037,"score_gpt":0.3884307247297222,"score_spread":0.3352233732039718,"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."}}