{"id":"W2128101370","doi":"10.1086/605719","title":"Population-Based Surveillance of <i>Clostridium difficile</i> Infection in Manitoba, Canada, by Using Interim Surveillance Definitions","year":2009,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; International Centre for Infectious Diseases; Manitoba Health","funders":"","keywords":"Medicine; Interim; Epidemiology; Clostridium difficile; Population; Incidence (geometry); Epidemiological surveillance; Pediatrics; Demography; Emergency medicine; Environmental health; Internal medicine; Geography; Antibiotics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007401359,0.0002638671,0.000938176,0.0002312208,0.0001181565,0.00001031656,0.00005216542,0.0002307476,0.00003094554],"category_scores_gemma":[0.00169233,0.0002558928,0.0001355019,0.0003904664,0.0001052384,0.00007144093,0.00001771979,0.0004075416,0.000001934066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005035568,"about_ca_system_score_gemma":0.000340853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6747417,"about_ca_topic_score_gemma":0.3739051,"domain_scores_codex":[0.9975703,0.0004098934,0.000891704,0.0004389196,0.0001959612,0.0004932614],"domain_scores_gemma":[0.9979943,0.00103629,0.0003143814,0.0002449288,0.0002306301,0.0001794456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002723441,0.0003371591,0.9873089,0.00006112365,0.00003663021,0.00000917627,0.000005898281,0.001106486,0.006932897,0.0001445684,0.00088567,0.002899173],"study_design_scores_gemma":[0.002713441,0.0009972835,0.9840109,0.00007644025,0.0000265209,0.00003162045,0.000008687502,0.00956701,0.001652883,0.0001467907,0.0005226843,0.0002457103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993068,0.0007653612,0.001065507,0.003806518,0.0003384001,0.0005274164,0.0001735681,0.00004616728,0.0002090537],"genre_scores_gemma":[0.9981469,0.0005815352,0.00004944871,0.0008279162,0.0001509702,0.00002381745,0.0001940012,0.00001698301,0.000008447052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3008366,"threshold_uncertainty_score":0.9999893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782615660730123,"score_gpt":0.2989201879406367,"score_spread":0.2610940313333355,"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."}}