{"id":"W2937866817","doi":"10.1128/jcm.00205-19","title":"Comparative Evaluation of Enteric Bacterial Culture and a Molecular Multiplex Syndromic Panel in Children with Acute Gastroenteritis","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Calgary Laboratory Services; Provincial Laboratory of Public Health; Women and Children’s Health Research Institute; University of Calgary; University of Alberta","funders":"Alberta Children's Hospital Research Institute; National Institutes of Health; National Institute of Diabetes and Digestive and Kidney Diseases; Alberta Innovates; Women and Children's Health Research Institute; Alberta Children's Hospital Foundation; Alberta Innovates - Health Solutions; Alberta Health Services; International Business Machines Corporation","keywords":"Multiplex; Enteric bacteria; Acute gastroenteritis; Microbiology; Pathogen; Enteric virus; Medicine; Immunology; Biology; Virology; Bioinformatics; Genetics; Gene; Escherichia coli","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001854862,0.0004605828,0.0005778821,0.001435851,0.0002581445,0.0008662987,0.0003338401,0.0005151898,0.0007235655],"category_scores_gemma":[0.00832626,0.000316875,0.0003279812,0.0009028251,0.0004510517,0.0005558944,0.0007337197,0.0005843124,0.0002466407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005921806,"about_ca_system_score_gemma":0.0003879949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002174271,"about_ca_topic_score_gemma":0.001922099,"domain_scores_codex":[0.9972421,0.001170421,0.0002729722,0.0003919196,0.0006311556,0.0002914856],"domain_scores_gemma":[0.9969203,0.001341386,0.0006480538,0.0001191983,0.0005859571,0.000385078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001218227,0.00006578449,0.9870424,0.00005074079,0.00006199065,0.0004707635,0.0003341023,0.0002588065,0.004950515,0.00004976013,0.000159623,0.005337292],"study_design_scores_gemma":[0.00001951089,0.00130348,0.9912363,0.00002728966,0.00007990933,0.001740725,0.0006460528,0.0009364117,0.003619679,0.00002431942,0.0003564986,0.000009871103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986209,0.000391517,0.0002789492,0.00002696912,0.00001102067,0.000008444819,0.0002044787,0.00001491517,0.0004426776],"genre_scores_gemma":[0.999015,0.0001236487,0.0005098424,0.00002512561,0.000009703596,0.00001165231,0.0002375464,0.000004923907,0.00006259764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002174271,"threshold_uncertainty_score":0.009809613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460798402252696,"score_gpt":0.4049225606878832,"score_spread":0.3403145766653562,"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."}}