{"id":"W4291367594","doi":"10.1542/hpeds.2022-006637","title":"Risk Prediction After a Brief Resolved Unexplained Event","year":2022,"lang":"en","type":"article","venue":"Hospital Pediatrics","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Perelman School of Medicine, University of Pennsylvania; Children's Hospital Association; Indiana University Health; Children's Hospital of Philadelphia; Nationwide Children's Hospital; University of Washington; University of Pennsylvania; Seattle Children's Research Institute; Carilion Clinic","keywords":"Medicine; Event (particle physics); MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002128762,0.0005357515,0.0004074313,0.001177338,0.0002175695,0.000703729,0.0004512521,0.0005849511,0.001470475],"category_scores_gemma":[0.02009701,0.000184134,0.0007934493,0.0005705547,0.0002439217,0.0004891987,0.00065871,0.0008569322,0.0003002471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003241026,"about_ca_system_score_gemma":0.0004738985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00231843,"about_ca_topic_score_gemma":0.001599328,"domain_scores_codex":[0.9984616,0.0005931548,0.0002128928,0.0002675872,0.0003063908,0.0001583412],"domain_scores_gemma":[0.9892068,0.004744754,0.004368524,0.0002702511,0.0008448341,0.0005648237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001072007,0.00001619405,0.9928879,0.00002201153,0.0000375319,0.0002193361,0.0000343609,0.0006626752,0.00007996282,0.00006076374,0.0003108299,0.005561302],"study_design_scores_gemma":[0.00002794865,0.0003640454,0.9699204,0.0001568527,0.00008909524,0.002954636,0.0002037221,0.02459604,0.0005142929,0.0005890249,0.0005644918,0.00001951582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99316,0.001039038,0.003891021,0.0005259109,0.00003617275,0.00004431315,0.0004279417,0.00005005379,0.0008254431],"genre_scores_gemma":[0.9982158,0.0001800548,0.001037766,0.0000347961,0.00002295929,0.000009341071,0.0003976979,0.000004870561,0.00009676754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00231843,"threshold_uncertainty_score":0.01125813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004758076687734883,"score_gpt":0.2218099187177267,"score_spread":0.2170518420299918,"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."}}