{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00143044,0.0001869385,0.0004241257,0.0005163153,0.00008288411,0.00002424323,0.00009144595,0.0001278159,0.0004601124],"category_scores_gemma":[0.006857678,0.000188072,0.0001118264,0.003020426,0.00008659869,0.0007804505,0.00009693587,0.000576117,0.0003970794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005409007,"about_ca_system_score_gemma":0.0007873073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000185982,"about_ca_topic_score_gemma":0.00001776072,"domain_scores_codex":[0.9975917,0.0002930841,0.0008068897,0.0003625189,0.0006652613,0.0002805449],"domain_scores_gemma":[0.9969235,0.0007959045,0.0003402488,0.0004049653,0.00138565,0.0001497352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00172496,0.007709572,0.814045,0.02237596,0.0007996385,0.00004863722,0.001945326,0.0005356603,0.07274114,0.01192046,0.002277879,0.06387578],"study_design_scores_gemma":[0.005032843,0.004747105,0.7110705,0.02653817,0.000604044,0.0002100111,0.002190156,0.0001775052,0.2114842,0.0002176458,0.0369797,0.0007480718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262804,0.001735869,0.0007580065,0.001981163,0.000243172,0.003280618,0.0000337469,0.0001094211,0.06557764],"genre_scores_gemma":[0.9958973,0.002225582,0.0006591469,0.0005124725,0.00006292613,0.0002594506,0.00003843357,0.00002573653,0.0003189439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.138743,"threshold_uncertainty_score":0.8209776,"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."}}