{"id":"W2792364982","doi":"10.1093/jcag/gwy009.034","title":"A34 TRENDS AND PREDICTORS OF CLOSTRIDIUM DIFFICILE INFECTION AMONG THE CHILDREN OF MANITOBA: A POPULATION-BASED STUDY","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Clostridium difficile; Population; Logistic regression; Diarrhea; Pediatrics; Demography; Internal medicine; Environmental health; 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":[0.0007392826,0.0005134693,0.0004627293,0.001708424,0.001348132,0.00114996,0.001180478,0.0004892071,0.001381783],"category_scores_gemma":[0.002023329,0.0005834219,0.0006088861,0.005270085,0.0004633426,0.0005233248,0.001178491,0.0009457663,0.0003134147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005083608,"about_ca_system_score_gemma":0.006788218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7444067,"about_ca_topic_score_gemma":0.8277675,"domain_scores_codex":[0.9993716,0.00008387299,0.00005893261,0.0001476068,0.0001623644,0.0001755816],"domain_scores_gemma":[0.9982753,0.0001150704,0.0005319655,0.0001115583,0.0006152098,0.0003508554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001656732,0.00002105749,0.9988543,0.00002081021,0.00003700617,0.0000323527,0.0002211768,0.0000199897,0.00008568473,0.00001331035,0.0002686727,0.0004091522],"study_design_scores_gemma":[0.000003445122,0.00002415708,0.9986343,0.0000276568,0.00002476106,0.00005453642,0.0007291333,0.00008245943,0.00001802981,0.000006397584,0.0003914228,0.000003676417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990629,0.0005706884,0.00009324629,0.0002046001,0.00001004267,0.00006544336,0.007640447,0.00001091657,0.0007755631],"genre_scores_gemma":[0.9941051,0.000734804,0.0003177764,0.0001802871,0.00001438173,0.000110498,0.004109094,0.000007946914,0.0004201905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2555933,"threshold_uncertainty_score":0.5141971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00917572673603528,"score_gpt":0.2473927921859712,"score_spread":0.2382170654499359,"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."}}