{"id":"W2041145631","doi":"10.1371/journal.pone.0036582","title":"Surveillance Length and Validity of Benchmarks for Central Line-Associated Bloodstream Infection Incidence Rates in Intensive Care Units","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Central line; Incidence (geometry); Bloodstream infection; Intensive care; Medicine; Emergency medicine; Statistics; Intensive care medicine; Mathematics","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":[0.02649115,0.000469097,0.000474075,0.0005870359,0.0003303124,0.001180516,0.001234082,0.0007663282,0.001155246],"category_scores_gemma":[0.1119855,0.0003312082,0.001056649,0.0004690255,0.0005800981,0.001293124,0.00123053,0.0007010331,0.0001439952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002225207,"about_ca_system_score_gemma":0.003277693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005990909,"about_ca_topic_score_gemma":0.003636514,"domain_scores_codex":[0.981581,0.01280047,0.001012119,0.00184532,0.002069751,0.0006913516],"domain_scores_gemma":[0.9001755,0.06752532,0.01806773,0.004585429,0.008203803,0.001442296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001753935,0.0004273729,0.6744338,0.000379958,0.0007211592,0.00008061113,0.0006021647,0.2733193,0.00219545,0.001415564,0.0007857087,0.04388487],"study_design_scores_gemma":[0.0004552784,0.005681938,0.5246226,0.0006567934,0.0005320348,0.0003258538,0.0009226913,0.4488752,0.0115064,0.00387176,0.002401459,0.0001478119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769132,0.0003825854,0.02014522,0.0002393842,0.00001695892,0.000151479,0.000474535,0.0000834094,0.00159315],"genre_scores_gemma":[0.9956639,0.0000522458,0.003749813,0.00002980125,0.000003303343,0.00009586251,0.0003348085,0.000007920228,0.00006216406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02649115,"threshold_uncertainty_score":0.1401002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131671036450492,"score_gpt":0.345500707721589,"score_spread":0.2323336040765398,"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."}}