{"id":"W2130111166","doi":"10.1086/676023","title":"Strategies to Prevent <i>Clostridium difficile</i> Infections in Acute Care Hospitals: 2014 Update","year":2014,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":242,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Clostridium difficile; Clostridium Infections; Medicine; Acute care; Clostridium; Cross infection; Medical emergency; C difficile; Intensive care medicine; Microbiology; Health care; Bacteria; Antibiotics; Political science; Biology","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":[0.0009726011,0.0004107479,0.001109718,0.0004633369,0.0001991035,0.00005104785,0.0001110343,0.000365677,0.0001023566],"category_scores_gemma":[0.001248329,0.0003613173,0.000253205,0.0004088206,0.0002015523,0.0001884003,0.0001191867,0.0006870601,0.0002319854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479573,"about_ca_system_score_gemma":0.0001763766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654068,"about_ca_topic_score_gemma":0.0004864444,"domain_scores_codex":[0.9967819,0.0004933745,0.0008515413,0.0008053422,0.0002076033,0.0008602142],"domain_scores_gemma":[0.9977943,0.0008007268,0.0001732046,0.0004603491,0.0002823677,0.0004890883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001628148,0.003316157,0.7892965,0.0006837131,0.001182465,0.0001328738,0.00166405,0.004327472,0.01893027,0.02180177,0.04224616,0.1147904],"study_design_scores_gemma":[0.01593954,0.02282585,0.6521221,0.0004439102,0.0009455447,0.0004712335,0.001184321,0.005574039,0.008322737,0.003716485,0.28633,0.002124204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674298,0.001573838,0.004341925,0.02189606,0.0006941465,0.001392338,0.00005667952,0.0001789152,0.002436364],"genre_scores_gemma":[0.994931,0.002069633,0.0001872414,0.001737383,0.0005083163,0.0003353921,0.00007238227,0.0000407735,0.0001178775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2440838,"threshold_uncertainty_score":0.9998839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083111100791029,"score_gpt":0.3105377069135039,"score_spread":0.2997065959055936,"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."}}