{"id":"W2900756887","doi":"10.1093/ofid/ofy210.478","title":"469. Validation and Characterization of Community-Acquired <i>Clostridium difficile</i> Infections from the Quebec <i>C. difficile</i> Infection Surveillance Program (QCISP)","year":2018,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; Cégep de Rivière-du-Loup; Institut National de Santé Publique du Québec; Université Laval","funders":"","keywords":"Medicine; Clostridium difficile; Incidence (geometry); Health care; Retrospective cohort study; Clinical microbiology; Antibiotics; Pediatrics; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002789474,0.0004323495,0.0003657506,0.001341801,0.001089464,0.001064365,0.0008073947,0.0003699351,0.002934953],"category_scores_gemma":[0.005815034,0.0002174891,0.0004639058,0.002289593,0.0003393015,0.000273164,0.0004411488,0.0002956117,0.001111039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004346474,"about_ca_system_score_gemma":0.004681458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7921891,"about_ca_topic_score_gemma":0.7747484,"domain_scores_codex":[0.9977415,0.0004447053,0.0002498761,0.0003661058,0.000884414,0.0003134226],"domain_scores_gemma":[0.9921216,0.0005474859,0.00136695,0.0003663781,0.005040525,0.0005570811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001052496,0.00006280769,0.9873484,0.00006004427,0.00004282148,0.00005923833,0.0002732429,0.0001499796,0.002528847,0.00003178546,0.00112106,0.008216544],"study_design_scores_gemma":[0.000006789497,0.00008996806,0.9967756,0.00003010065,0.0000121362,0.00007824144,0.00017329,0.0004931552,0.0005225778,0.00000375172,0.001809591,0.00000487659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684312,0.0005874406,0.001762297,0.000158099,0.00003587592,0.0006133955,0.01992238,0.00006030847,0.008428938],"genre_scores_gemma":[0.9781072,0.0002405391,0.002790584,0.0002565999,0.0000162974,0.000268161,0.01589786,0.00002029353,0.002402374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2078109,"threshold_uncertainty_score":0.4180695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182140246053451,"score_gpt":0.3081233458963916,"score_spread":0.2863019434358571,"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."}}