{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000993956,0.0004090167,0.0007069568,0.0008778923,0.0002320501,0.0009470053,0.0004671281,0.0007268847,0.0009468117],"category_scores_gemma":[0.003887068,0.0001224865,0.0003742627,0.0005193801,0.0004914173,0.0006923988,0.0004221977,0.0009328937,0.0007532548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007675838,"about_ca_system_score_gemma":0.001617444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002704433,"about_ca_topic_score_gemma":0.002593328,"domain_scores_codex":[0.9995137,0.0001509566,0.00006768363,0.00007407395,0.0001307874,0.00006276594],"domain_scores_gemma":[0.9989879,0.0002515244,0.0003077858,0.00004447777,0.0003066058,0.0001015826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005617029,0.0003763045,0.1058234,0.002725981,0.0003723984,0.001119472,0.000189043,0.00111501,0.004716331,0.008102072,0.02101433,0.8538839],"study_design_scores_gemma":[0.0002553148,0.002199699,0.652591,0.008065453,0.001322939,0.01053158,0.001240657,0.005304287,0.0081769,0.05639946,0.2537068,0.0002059217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07833923,0.8695995,0.009302963,0.02553706,0.00126501,0.0001260634,0.0009800969,0.0001910855,0.01465897],"genre_scores_gemma":[0.4502716,0.5324579,0.007458055,0.003508293,0.002708308,0.0001726333,0.001153785,0.00003415607,0.002235257],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002704433,"threshold_uncertainty_score":0.005569279,"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."}}