{"id":"W2804714363","doi":"10.1111/epi.14195","title":"Resolving ambiguities in SUDEP classification","year":2018,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Office of the Chief Medical Examiner","funders":"Lundbeckfonden; GW Pharmaceuticals; Finding A Cure for Epilepsy and Seizures","keywords":"Medical examiner; Epilepsy; Medicine; Judgement; Cause of death; Comorbidity; Psychiatry; Medical emergency; Pediatrics; Injury prevention; Poison control; Pathology; Disease","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":[0.0002476073,0.00008780521,0.0001562994,0.00015409,0.00006393122,0.00001958261,0.0000629125,0.00005811811,0.0004703626],"category_scores_gemma":[0.0001899793,0.00007356065,0.00004182748,0.0002149611,0.0001448285,0.00007062729,0.00002719917,0.0001421339,0.0006597713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311453,"about_ca_system_score_gemma":0.00008378424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001478022,"about_ca_topic_score_gemma":0.0001549782,"domain_scores_codex":[0.9990343,0.00005067922,0.0001823316,0.0002102307,0.000230485,0.0002919929],"domain_scores_gemma":[0.9994105,0.00006070644,0.0000306812,0.0002962289,0.00008311017,0.0001187535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000297696,0.0003076252,0.953425,0.00004362713,0.00003811973,0.00009991961,0.0007123565,1.537689e-7,0.005686906,0.005653429,0.01431201,0.01942316],"study_design_scores_gemma":[0.001028676,0.0005517298,0.9788984,0.0001021629,0.00001112175,0.00001361997,0.0002650524,0.0003946467,0.003344572,0.0004684918,0.01484992,0.000071613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9315972,0.0001930989,0.00007575167,0.00269992,0.0001110546,0.0002918042,0.000003790656,0.00006478759,0.0649626],"genre_scores_gemma":[0.9951176,0.0000966292,0.001016184,0.0002123635,0.0003423322,0.00004685781,0.00002833169,0.00001495117,0.003124743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06352042,"threshold_uncertainty_score":0.8480245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05167195717156248,"score_gpt":0.3485500185078078,"score_spread":0.2968780613362453,"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."}}