{"id":"W4397042209","doi":"10.1212/wnl.0000000000209450","title":"Pathophysiology, Diagnosis, Prognosis, and Prevention of Poststroke Epilepsy","year":2024,"lang":"en","type":"article","venue":"Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"Medical Research Council; Eisai; Epilepsy Research UK; Otsuka Pharmaceutical; Wellcome Trust","keywords":"Epilepsy; Pathophysiology; Medicine; Stroke (engine); Physical medicine and rehabilitation; Intensive care medicine; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008752724,0.0000865929,0.0002108996,0.00008478341,0.00001971298,0.000005621466,0.00003196971,0.00009071006,0.0001039318],"category_scores_gemma":[0.00005589603,0.00006576733,0.00007019979,0.00009626156,0.0001393113,0.000030962,0.00004531202,0.000187107,0.00002932439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006203242,"about_ca_system_score_gemma":0.00005506733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003132709,"about_ca_topic_score_gemma":0.00001151896,"domain_scores_codex":[0.9992107,0.00009324695,0.0001518338,0.0002617652,0.00009094599,0.0001915603],"domain_scores_gemma":[0.9995642,0.000160474,0.000022302,0.0001305574,0.00003295944,0.00008948099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008865346,0.0004945821,0.8574798,0.0004439227,0.0002015195,0.0007379367,0.00007158276,4.7631e-7,0.01568959,0.001725792,0.002345315,0.119923],"study_design_scores_gemma":[0.0009610172,0.01507975,0.9681183,0.00008150823,0.0001378887,0.0002107379,0.000004344367,0.0001206743,0.005215934,0.004212064,0.005792036,0.00006582528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876211,0.006135109,0.000009356544,0.005224138,0.0001252747,0.0004015324,0.00001612528,0.00005071685,0.0004166464],"genre_scores_gemma":[0.9956302,0.003469404,0.0001599685,0.000356891,0.00007969097,0.0001683807,0.00002874394,0.00001299278,0.00009373857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1198571,"threshold_uncertainty_score":0.2681914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713061838263175,"score_gpt":0.3096863364602433,"score_spread":0.2925557180776116,"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."}}