{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001418702,0.0005138406,0.0003506807,0.001853566,0.001179642,0.0009749584,0.001041847,0.0001684435,0.000504234],"category_scores_gemma":[0.003887869,0.0002705387,0.0004379629,0.003242342,0.0004244086,0.0002492689,0.0007917885,0.0004411938,0.0001289491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01766484,"about_ca_system_score_gemma":0.04048994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.99108,"about_ca_topic_score_gemma":0.9927677,"domain_scores_codex":[0.9989054,0.0001117637,0.00008826732,0.0001651411,0.0004739766,0.0002554469],"domain_scores_gemma":[0.9965519,0.00008323038,0.0006374935,0.00008555573,0.002302817,0.0003390378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004525386,0.00001924305,0.9891002,0.00007694234,0.00004015526,0.00003956568,0.0003014099,0.0003835525,0.000332047,0.00006122304,0.001512627,0.008087849],"study_design_scores_gemma":[0.000009662843,0.00004007609,0.9968973,0.00006332127,0.00003273078,0.00004803883,0.0003178404,0.0005998669,0.0001133246,0.00001846744,0.00185156,0.000007837802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678245,0.002640173,0.003326607,0.000661856,0.0000390705,0.0005607631,0.01994886,0.0001310569,0.004866995],"genre_scores_gemma":[0.9800323,0.001339695,0.006141975,0.0002021602,0.00001720574,0.0001970452,0.01092647,0.00001260694,0.001130497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01766484,"threshold_uncertainty_score":0.128168,"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."}}