{"id":"W2049338671","doi":"10.1111/epi.12895","title":"<scp>ICD</scp> coding for epilepsy: Past, present, and future—A report by the International League Against Epilepsy Task Force on <scp>ICD</scp> codes in epilepsy","year":2015,"lang":"en","type":"article","venue":"Epilepsia","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"UCB Pharma; National Institute of Neurological Disorders and Stroke; Canadian Institutes of Health Research; National Institutes of Health; Ministero della Salute; European Commission; Alberta Health Services; Centers for Disease Control and Prevention; Epilepsy Foundation; U.S. Department of Defense","keywords":"Epilepsy; League; Coding (social sciences); Neuroscience; Medicine; Psychology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00946577,0.0009864692,0.001151779,0.004246534,0.002471768,0.003350868,0.003314268,0.007534872,0.005319005],"category_scores_gemma":[0.0553517,0.0004835242,0.001825342,0.003858867,0.002912278,0.003001608,0.001840443,0.009851973,0.003466831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005612905,"about_ca_system_score_gemma":0.012281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04857471,"about_ca_topic_score_gemma":0.06926621,"domain_scores_codex":[0.9902942,0.002909992,0.002201282,0.0004954565,0.003530039,0.0005690735],"domain_scores_gemma":[0.9338024,0.0361844,0.004671088,0.0007654253,0.0227118,0.00186498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000108647,0.000003058543,0.0002476124,0.0001632954,0.000007999248,0.0000836677,0.00008170873,0.00003738965,0.00003986566,0.0009224743,0.9923041,0.00609798],"study_design_scores_gemma":[0.00002357139,0.00001903265,0.003434201,0.003535868,0.00003590265,0.0006251477,0.0006164957,0.0002851594,0.0001489626,0.005004566,0.9862047,0.00006637204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0006216384,0.01899656,0.001283673,0.7298774,0.2418755,0.00009848847,0.002014741,0.00009535021,0.005136645],"genre_scores_gemma":[0.009320221,0.04940445,0.004358253,0.6090711,0.31168,0.0003996483,0.005040074,0.0002307811,0.01049562],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04857471,"threshold_uncertainty_score":0.09658396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390995055107767,"score_gpt":0.2569021720650622,"score_spread":0.2429922215139845,"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."}}