{"id":"W3215774959","doi":"10.1017/cjn.2021.499","title":"Epileptic Prodromes: Insights from Surveying 196 Patients and 150 Caregivers","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Institut de Valorisation des Données","keywords":"Epilepsy; Medicine; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007776057,0.0001944726,0.000282431,0.0005898862,0.0005115163,0.0004661559,0.0001677384,0.0002874512,0.0009092527],"category_scores_gemma":[0.003565454,0.0001914278,0.0002734598,0.0006474171,0.0002329368,0.0004089421,0.0005758928,0.000288404,0.000230652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004143985,"about_ca_system_score_gemma":0.0003877054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01206051,"about_ca_topic_score_gemma":0.01617477,"domain_scores_codex":[0.9995865,0.0001271862,0.00007302349,0.00004741304,0.00007289177,0.00009290585],"domain_scores_gemma":[0.9984665,0.0003950612,0.0006285305,0.00006604043,0.0002243847,0.0002195303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003880884,0.00002577145,0.9973637,0.000009269647,0.000005608193,0.0001312054,0.0009704938,0.00001821731,0.00005353762,0.000004536519,0.00007746495,0.001301194],"study_design_scores_gemma":[0.00000725105,0.0001797901,0.9919688,0.00001797103,0.00001016284,0.0005366809,0.006663416,0.0001642395,0.00008911466,0.00001646361,0.0003401146,0.000006060184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996302,0.00004017431,0.00002129058,0.00002207507,0.000001198428,0.000008952917,0.0001248362,7.163504e-7,0.0001504622],"genre_scores_gemma":[0.9996536,0.00006956777,0.00003496856,0.00002154821,0.000001737766,0.000009122643,0.0001546763,3.907668e-7,0.0000544842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01206051,"threshold_uncertainty_score":0.02398062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03862590495715835,"score_gpt":0.2775330680336748,"score_spread":0.2389071630765164,"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."}}