{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001539029,0.0001573299,0.0001918841,0.0001238292,0.00019036,0.00001586358,0.00008074952,0.0000466518,0.00053833],"category_scores_gemma":[0.00007485927,0.0001440792,0.0001559629,0.0003822443,0.00002161549,0.00006465543,0.00009300927,0.0002326136,0.00005425554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396842,"about_ca_system_score_gemma":0.00006259171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005319229,"about_ca_topic_score_gemma":0.000002221751,"domain_scores_codex":[0.9986393,0.00004788547,0.0002809876,0.0002912621,0.0004829157,0.0002576317],"domain_scores_gemma":[0.9993238,0.00003739463,0.0001186688,0.0003354384,0.00004166505,0.0001430572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005249584,0.002327265,0.9742228,0.00006503366,0.0001191876,0.0001794119,0.001488725,0.00003930298,0.000004069809,0.00008514638,0.01799886,0.002945281],"study_design_scores_gemma":[0.009323131,0.005213007,0.9272487,0.00003499342,0.0007357117,0.00004857251,0.001547489,0.001135777,0.0000103206,0.002695704,0.0515944,0.0004122541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927711,0.001284299,0.0005589925,0.0005487017,0.0009802133,0.0006573852,0.0002935764,0.000129503,0.002776267],"genre_scores_gemma":[0.9971237,0.0003356477,0.0003339023,0.0002654922,0.0003039974,0.0003555802,0.0001448134,0.00003308644,0.001103823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04697412,"threshold_uncertainty_score":0.5894336,"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."}}