{"id":"W4386046796","doi":"10.1017/ice.2023.138","title":"Executive Summary: A Compendium of Strategies to Prevent Healthcare-Associated Infections in Acute-Care Hospitals: 2022 Updates","year":2023,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Compendium; Medicine; Content (measure theory); Health care; Action (physics); Medical emergency; World Wide Web; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006267956,0.0003565087,0.001419882,0.0006935815,0.0006689863,0.00001341208,0.0001643628,0.0005732966,0.00006007884],"category_scores_gemma":[0.008162308,0.0003419852,0.000166722,0.00115008,0.0002227432,0.0005030534,0.0002310323,0.001384435,0.0001445475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005210118,"about_ca_system_score_gemma":0.0006878117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04339402,"about_ca_topic_score_gemma":0.0294071,"domain_scores_codex":[0.9877288,0.008316145,0.001897739,0.0007177508,0.0002032228,0.001136349],"domain_scores_gemma":[0.9883314,0.009191715,0.001081616,0.0003685279,0.0006521879,0.0003744966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001551648,0.0002716001,0.9679875,0.0003810325,0.0002337393,0.00001263302,0.006092986,0.0001669194,0.00006036013,0.0150455,0.007119603,0.002472892],"study_design_scores_gemma":[0.001803438,0.002464529,0.964694,0.0003565293,0.00007847403,0.000003662597,0.01020532,0.0003225573,0.000005395535,0.009489708,0.01021966,0.0003566812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9365968,0.001577843,0.0004081927,0.05426702,0.002300671,0.00303723,0.0004508557,0.0003743554,0.0009870067],"genre_scores_gemma":[0.9904753,0.003138391,0.00005586021,0.004450656,0.0001724915,0.001235802,0.0002388271,0.00003967748,0.000192974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0538785,"threshold_uncertainty_score":0.9999032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1874799763196618,"score_gpt":0.4956138536283745,"score_spread":0.3081338773087128,"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."}}