{"id":"W4394012288","doi":"10.1136/bmjopen-2024-086153","title":"Literature review and protocol for a prospective multicentre cohort study on multimodal prediction of seizure recurrence after unprovoked first seizure","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Nova Scotia Health Authority; Queen's University","funders":"Canadian Institutes of Health Research; Queen's University","keywords":"Medicine; Mood; Epilepsy; Neurology; Prospective cohort study; Neuropsychology; Multimodal therapy; Population; Institutional review board; Psychiatry; Cohort; Pediatrics; Cognition; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.04588435,0.003279794,0.01065119,0.01375136,0.004852464,0.004594505,0.005132679,0.005151237,0.1264492],"category_scores_gemma":[0.05476879,0.003206596,0.008287851,0.01067195,0.002535769,0.005017559,0.003896072,0.005010776,0.02019747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008556607,"about_ca_system_score_gemma":0.05057831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004318926,"about_ca_topic_score_gemma":0.01105217,"domain_scores_codex":[0.9769921,0.008605122,0.009065036,0.002241764,0.002123343,0.0009725952],"domain_scores_gemma":[0.9471726,0.0173611,0.007759062,0.005800882,0.01963255,0.002273799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.01496993,0.001814748,0.00304745,0.6406981,0.002133957,0.002532996,0.003184078,0.001291643,0.002281816,0.01223775,0.2005159,0.1152916],"study_design_scores_gemma":[0.02210515,0.003817579,0.01096292,0.3902059,0.004471892,0.001354947,0.004640496,0.001034131,0.001546349,0.008430731,0.550971,0.0004589736],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000675511,0.001935602,0.002082689,0.0006983142,0.0005824529,0.98292,0.009308197,0.00006600868,0.001731187],"genre_scores_gemma":[0.0006385343,0.001286875,0.004001482,0.0003646597,0.0000871205,0.9904941,0.002365237,0.00001046571,0.0007515612],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1264492,"threshold_uncertainty_score":0.4230149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05535536918484369,"score_gpt":0.4453036472816089,"score_spread":0.3899482780967652,"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."}}