{"id":"W2806495808","doi":"10.1002/epi4.12236","title":"A companion to the preclinical common data elements on neurobehavioral comorbidities of epilepsy: a report of the <scp>TASK</scp>3 behavior working group of the <scp>ILAE</scp>/<scp>AES</scp> Joint Translational Task Force","year":2018,"lang":"en","type":"article","venue":"Epilepsia Open","topic":"Diet and metabolism studies","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Institute of Neurological Disorders and Stroke; Epilepsy Society; National Institutes of Health; Russian Foundation for Basic Research; U.S. Department of Defense","keywords":"Epilepsy; Task (project management); Medicine; Psychiatry; Engineering","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":[0.01894846,0.001250233,0.001466864,0.005199379,0.001189856,0.001740471,0.002608063,0.003414524,0.04348926],"category_scores_gemma":[0.04773388,0.0009345582,0.001319812,0.002650464,0.000864126,0.002793836,0.003247463,0.003282287,0.02516944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001870185,"about_ca_system_score_gemma":0.006551522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007647755,"about_ca_topic_score_gemma":0.015417,"domain_scores_codex":[0.9912061,0.002397696,0.001953612,0.0004195447,0.003517978,0.000505121],"domain_scores_gemma":[0.9192627,0.02354295,0.008738059,0.005994782,0.03749851,0.004962868],"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":[0.0001531225,0.0003390357,0.001088074,0.0005640154,0.00001751916,0.0002061288,0.00007304629,0.000165605,0.001472571,0.0005975679,0.9428764,0.05244697],"study_design_scores_gemma":[0.00007307356,0.0005352479,0.007684791,0.0009087939,0.00002399695,0.0007538547,0.0001398973,0.0003154697,0.00135278,0.001261856,0.9869059,0.00004433019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.02324988,0.01985576,0.1593115,0.1092166,0.06645865,0.0434482,0.3477159,0.01726522,0.2134783],"genre_scores_gemma":[0.02910436,0.03084213,0.2047275,0.06179726,0.02142799,0.02952033,0.3764354,0.004667595,0.2414775],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04348926,"threshold_uncertainty_score":0.145486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1344734218692929,"score_gpt":0.3694368068415261,"score_spread":0.2349633849722332,"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."}}