{"id":"W3094959168","doi":"10.1017/ice.2020.849","title":"Implementation Strategies of a Quality Improvement Initiative for Hospital-Acquired <i>Clostridioides difficile</i> Infection Prevention","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; Alberta Health Services; University of Calgary","funders":"Mount Royal University; Alberta Health Services","keywords":"Medicine; Discontinuation; Antimicrobial stewardship; Medical record; Clostridioides; Probiotic; Infection control; Diarrhea; Antimicrobial; Intensive care medicine; Emergency medicine; Internal medicine; Antibiotics; Antibiotic resistance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009364113,0.0002758328,0.000935406,0.0001226839,0.0001621318,0.00002287201,0.00004668666,0.0002158497,0.00005585475],"category_scores_gemma":[0.00168422,0.0002495422,0.0003423981,0.0002296275,0.0002098092,0.0002554284,0.00004892537,0.000188519,0.000005011304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000126896,"about_ca_system_score_gemma":0.0002240385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156883,"about_ca_topic_score_gemma":0.0001086465,"domain_scores_codex":[0.9974142,0.0003156215,0.001123754,0.0005339486,0.0001871677,0.0004253199],"domain_scores_gemma":[0.9976842,0.0008151628,0.0006223234,0.0001689168,0.0004832476,0.0002261313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004777282,0.00288425,0.4518748,0.002630506,0.001927256,0.000007504698,0.001824134,0.0003110751,0.2647368,0.01863152,0.003960892,0.246434],"study_design_scores_gemma":[0.02519755,0.05113469,0.8378457,0.0001451156,0.000785656,0.00001219847,0.002436318,0.00379785,0.06742071,0.005538043,0.004934177,0.0007520031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955673,0.0003970923,0.03007308,0.01077511,0.0002693343,0.002389037,0.000141107,0.00009622191,0.0001860161],"genre_scores_gemma":[0.9971335,0.0008338669,0.0002047569,0.0007884736,0.0003796117,0.0004437298,0.0001799531,0.00002413801,0.00001197289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3859709,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06782040694429158,"score_gpt":0.3914222231285828,"score_spread":0.3236018161842912,"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."}}