{"id":"W4288058803","doi":"10.1097/pec.0000000000002415","title":"Pediatric Emergency Department Return Visits Within 72 Hours","year":2021,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Medicine; Emergency department; Ethnic group; Demography; Recall; Family medicine; Pediatrics; Emergency medicine; Gerontology; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002761615,0.0007091549,0.000842367,0.0003581111,0.0005329314,0.00001424606,0.0003130625,0.0003150427,0.00511821],"category_scores_gemma":[0.0006251102,0.0006708148,0.0007753043,0.002567616,0.00002642884,0.0002130448,0.0003504041,0.0006387762,0.0003431898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001861383,"about_ca_system_score_gemma":0.0005460815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004145151,"about_ca_topic_score_gemma":0.000193007,"domain_scores_codex":[0.9949291,0.0001516407,0.001448103,0.001201356,0.001141865,0.001127899],"domain_scores_gemma":[0.9963043,0.00003878788,0.000397276,0.0009799395,0.001718111,0.0005615636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004527741,0.0002322239,0.7844688,0.0008727259,0.0001868646,0.0004531312,0.002576307,0.00001342421,0.000152415,0.00009609321,0.2103906,0.0005121559],"study_design_scores_gemma":[0.004870459,0.001691854,0.8998373,0.00008459473,0.01212115,0.0003457937,0.02068739,0.00004851565,0.004335273,0.0009903468,0.05054418,0.004443096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7602712,0.2127676,0.00006073842,0.0005676257,0.01019125,0.0006295285,0.0002282903,0.0003238384,0.01495994],"genre_scores_gemma":[0.7992466,0.1879912,0.0006277334,0.0001983952,0.007532674,0.0001586388,0.0006221984,0.0001318493,0.003490681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1598464,"threshold_uncertainty_score":0.9995743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454872487397482,"score_gpt":0.2850639839525859,"score_spread":0.2705152590786111,"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."}}