{"id":"W3177974575","doi":"10.1111/epi.16996","title":"Adult onset epilepsy is defined by phenotypic clusters with unique comorbidities and risks of death","year":2021,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bible College; Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Interquartile range; Epilepsy; Medicine; Comorbidity; Cohort; Population; Pediatrics; Retrospective cohort study; Disease; Cohort study; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004526592,0.0002476573,0.0003473489,0.001155735,0.0004587478,0.000577633,0.0003221259,0.0003253056,0.001013274],"category_scores_gemma":[0.002061165,0.0001708335,0.0003811191,0.001143282,0.0003618356,0.0004647924,0.001234843,0.0002905046,0.0001701636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003350823,"about_ca_system_score_gemma":0.0004576589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004272689,"about_ca_topic_score_gemma":0.005769471,"domain_scores_codex":[0.9994386,0.0001289222,0.00007339756,0.0001691624,0.00009361371,0.00009627825],"domain_scores_gemma":[0.9982121,0.0001592111,0.001183902,0.0001108056,0.0001725126,0.0001615114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001228758,0.00001243574,0.9978124,0.000008483692,0.00003105307,0.0001429944,0.0001203303,0.00008378991,0.0003817432,0.00004788057,0.0001053118,0.001130721],"study_design_scores_gemma":[0.000004709358,0.00003258266,0.9987417,0.000005375409,0.00001033835,0.0004457163,0.0002796182,0.0002580434,0.00004205915,0.00009667827,0.00007978053,0.000003340109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991165,0.00009552764,0.0002033184,0.00004067878,0.000002159561,0.00001116518,0.0002160198,0.000005034507,0.0003095975],"genre_scores_gemma":[0.9993825,0.00003719303,0.0001665222,0.00001338752,0.000004730592,0.000007180012,0.0003436617,0.00000167479,0.0000431673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004272689,"threshold_uncertainty_score":0.008495688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03825166246859651,"score_gpt":0.3142798768509306,"score_spread":0.276028214382334,"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."}}