{"id":"W4229456222","doi":"10.1001/jamanetworkopen.2022.11201","title":"Trends in Management of Children With Acute Gastroenteritis in US Emergency Departments","year":2022,"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":"Alberta Children's Hospital; Children's Hospital Research Institute of Manitoba; Montreal Children's Hospital; University of Manitoba; Children's Hospital of Winnipeg; University of Calgary; McGill University; McGill University Health Centre","funders":"","keywords":"Acute gastroenteritis; Medical emergency; Emergency management; Medicine; Pediatrics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000657192,0.0001318149,0.0004571489,0.000190436,0.00005202206,0.00001114353,0.0004119588,0.0000257586,0.001768859],"category_scores_gemma":[0.00000455636,0.0001210254,0.00005940321,0.0006300923,0.00003576217,0.0001137624,0.0009138036,0.000311851,0.000004267897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342747,"about_ca_system_score_gemma":0.00001726155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007764173,"about_ca_topic_score_gemma":0.0009790724,"domain_scores_codex":[0.9979959,0.0003136554,0.0004639134,0.0003297102,0.0002640487,0.0006328025],"domain_scores_gemma":[0.9994695,0.000003478473,0.0001070182,0.0002844359,0.00001533707,0.0001202726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00342022,0.0003161333,0.9681004,0.00001705399,0.0002977623,0.0009930218,0.00002595081,0.001085265,0.000009832469,0.00003027126,0.01487841,0.01082566],"study_design_scores_gemma":[0.005532597,0.001996668,0.9906785,0.0001263737,0.00003094539,0.000224411,0.000055779,0.0001875406,0.000001748755,0.00003625631,0.001062261,0.00006692491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931677,0.0001581425,0.00002619553,0.001488868,0.00007038012,0.0007423062,0.00005779419,0.000008162134,0.004280445],"genre_scores_gemma":[0.9944282,0.0007266523,0.002162773,0.0002968503,0.00005460521,0.0004394726,0.0004194247,0.00002009333,0.001451981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02257807,"threshold_uncertainty_score":0.9991437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066311188769614,"score_gpt":0.326444165517837,"score_spread":0.3057810536301409,"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."}}