{"id":"W2429234884","doi":"10.1371/journal.pone.0157671","title":"Evaluating the Effectiveness of an Antimicrobial Stewardship Program on Reducing the Incidence Rate of Healthcare-Associated Clostridium difficile Infection: A Non-Randomized, Stepped Wedge, Single-Site, Observational Study","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Regional Health Centre","funders":"McMaster University","keywords":"Medicine; Antimicrobial stewardship; Clostridium difficile; Observational study; Prospective cohort study; Rate ratio; Emergency medicine; Internal medicine; Antibiotics; Antibiotic resistance; Confidence interval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01145905,0.001361548,0.002103808,0.0009426915,0.001199787,0.001171351,0.001837715,0.002473168,0.003289072],"category_scores_gemma":[0.02326679,0.0009582941,0.003431506,0.001148934,0.00158841,0.001475493,0.00139077,0.002230917,0.0005716872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006465591,"about_ca_system_score_gemma":0.01174647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02363804,"about_ca_topic_score_gemma":0.03017645,"domain_scores_codex":[0.9837167,0.009917961,0.001707187,0.001520017,0.002093798,0.0010443],"domain_scores_gemma":[0.9792535,0.006945894,0.005681787,0.001499903,0.002947661,0.003671171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5357344,0.2399075,0.141698,0.005288179,0.009928408,0.0002829792,0.001716468,0.00352225,0.001767354,0.0003093812,0.003178071,0.05666702],"study_design_scores_gemma":[0.2173706,0.6585733,0.1154517,0.0006422097,0.002430465,0.00008777932,0.0006997928,0.002479262,0.0007659656,0.0002580153,0.001151051,0.00008978745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883453,0.0003700092,0.0004993427,0.0001637888,0.00009068085,0.009427815,0.0007106569,0.00002134069,0.00037106],"genre_scores_gemma":[0.9835775,0.0004487016,0.003209654,0.0004427371,0.0001495327,0.01091158,0.0007893451,0.00001067931,0.0004603559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02363804,"threshold_uncertainty_score":0.06060201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027166342574033,"score_gpt":0.3321795980308437,"score_spread":0.2294629637734404,"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."}}