{"id":"W3152720184","doi":"10.1001/jamanetworkopen.2021.6433","title":"Variables Associated With Intravenous Rehydration and Hospitalization in Children With Acute Gastroenteritis","year":2021,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Children's Hospital of Eastern Ontario; University of Ottawa; Université de Montréal; Izaak Walton Killam Health Centre; SickKids Foundation; University of Toronto; London Health Sciences Centre; Alberta Children's Hospital; Children’s Health Research Institute; Western University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Canadian Institutes of Health Research","keywords":"Medicine; Ondansetron; Vomiting; Acute gastroenteritis; Oral rehydration therapy; Pediatrics; Diarrhea; Emergency department; Randomized controlled trial; Clinical trial; Emergency medicine; Anesthesia; Internal medicine; Population; Health services","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004280607,0.0001223661,0.0003711676,0.00003774111,0.00007264443,0.0001433696,0.00009289332,0.00007921569,0.00005719223],"category_scores_gemma":[0.0001644966,0.00009748537,0.00001478159,0.0003022208,0.000071332,0.0002721497,0.0001371639,0.0002113191,0.000001484515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007481396,"about_ca_system_score_gemma":0.0001066887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000244035,"about_ca_topic_score_gemma":0.001314274,"domain_scores_codex":[0.9986203,0.0002754157,0.0002215476,0.000313136,0.0001463075,0.0004233494],"domain_scores_gemma":[0.999476,0.00001763133,0.00008721523,0.0001637214,0.0001212629,0.000134181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009871069,0.0001210914,0.9935619,0.000007439451,0.000306322,0.0004113837,0.00005027091,0.0003081626,0.00009418311,0.00009645548,0.001697688,0.002358053],"study_design_scores_gemma":[0.004119589,0.002042744,0.9907345,0.0007477638,0.00005818027,0.0009742292,0.00003681419,0.0009869612,0.00001635966,0.0001150269,0.00008863617,0.00007921905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940439,0.000153035,0.001780006,0.002575004,0.00001801377,0.0006446699,0.00001941804,0.00001950638,0.0007464546],"genre_scores_gemma":[0.9920346,0.0006109294,0.004827471,0.001043275,0.0001195911,0.00006264632,0.001023743,0.00002206103,0.0002556728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003132482,"threshold_uncertainty_score":0.3975338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009525099285454747,"score_gpt":0.2616317935994157,"score_spread":0.2521066943139609,"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."}}