{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005187977,0.0001973166,0.0007105274,0.00006562204,0.0003469654,0.00001449771,0.0002507071,0.0001621871,0.00001872243],"category_scores_gemma":[0.002113505,0.00009780145,0.0001246296,0.0003297148,0.0005811732,0.00009531632,0.00008338205,0.0002710039,0.00001385697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008936442,"about_ca_system_score_gemma":0.0001915324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009701074,"about_ca_topic_score_gemma":0.0002280537,"domain_scores_codex":[0.9935162,0.005089043,0.0006143929,0.0003363561,0.0001571278,0.0002868659],"domain_scores_gemma":[0.9940475,0.004328485,0.0006357636,0.0004264695,0.0005438155,0.0000179558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02781405,0.0118908,0.01249386,0.0002555168,0.0009576249,0.000001072331,0.0008479549,0.00003127863,0.9447864,0.00007530267,0.000009692279,0.0008364764],"study_design_scores_gemma":[0.0376792,0.00561208,0.1528957,0.003552103,0.0004936526,0.000002359633,0.0001592212,0.00008709993,0.7992611,0.00007057958,0.00000123463,0.0001856881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955597,0.0001593957,0.00002752731,0.0003749386,0.0002236018,0.0035341,0.00003843521,0.0000493991,0.00003292099],"genre_scores_gemma":[0.9995348,0.00002622391,0.00006624193,0.00004923646,0.0000443802,0.0001059404,0.0000264349,0.00001918068,0.0001275287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1455253,"threshold_uncertainty_score":0.3988228,"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."}}