{"id":"W2966728642","doi":"10.1016/j.infpip.2019.100017","title":"Prospective Review of Clostridioides difficile Testing Indications to Inform Local Laboratory Stewardship Initiatives","year":2019,"lang":"en","type":"article","venue":"Infection Prevention in Practice","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Providence Health Care; University of British Columbia","funders":"","keywords":"Clostridioides; Medicine; Stewardship (theology); Diagnostic test; Test (biology); Intensive care medicine; Prospective cohort study; Antibiotic Stewardship; Emergency medicine; Surgery; Internal medicine; Political science; Ecology; Microbiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009807626,0.0004655953,0.001675479,0.009052317,0.0003570595,0.001700879,0.001034317,0.0009563782,0.003968105],"category_scores_gemma":[0.04949293,0.0005066514,0.002029523,0.01116788,0.0004300909,0.001573397,0.0008093744,0.0009507784,0.0009486881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002066358,"about_ca_system_score_gemma":0.01052819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007746233,"about_ca_topic_score_gemma":0.02136434,"domain_scores_codex":[0.9925883,0.002583822,0.002948482,0.0005178009,0.001173152,0.0001884723],"domain_scores_gemma":[0.9123067,0.04461514,0.01853045,0.001618924,0.02160016,0.001328701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001163465,0.0001292692,0.02467168,0.3713817,0.002901947,0.0002517626,0.0005955874,0.000278557,0.001235258,0.001337884,0.05471152,0.5413414],"study_design_scores_gemma":[0.0003545086,0.0006542592,0.09777424,0.6608774,0.01304547,0.00114102,0.001009517,0.000239533,0.0009401962,0.0005715632,0.223301,0.00009131115],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003868925,0.9886777,0.0003615001,0.002363913,0.0005523105,0.0001344292,0.002283419,0.00002117653,0.001736595],"genre_scores_gemma":[0.03679119,0.9547065,0.001978371,0.002765888,0.0003381021,0.000264658,0.002676852,0.00002577342,0.0004527634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009807626,"threshold_uncertainty_score":0.05186832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03308295609059227,"score_gpt":0.3743969327074127,"score_spread":0.3413139766168204,"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."}}