{"id":"W4414095788","doi":"10.1016/j.eplepsyres.2025.107662","title":"Periodic limb movements among persons with epilepsy: A retrospective polysomnographic study","year":2025,"lang":"en","type":"article","venue":"Epilepsy Research","topic":"Restless Legs Syndrome Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Obstructive sleep apnea; Epilepsy; Polysomnography; Cohort; Retrospective cohort study; Sleep apnea; Sleep (system call); Lower limb","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":[0.0006231982,0.0002282785,0.0002935443,0.001380083,0.0003998896,0.0004397205,0.0001834068,0.0002530331,0.000827592],"category_scores_gemma":[0.001401041,0.0002700465,0.0003073285,0.001434412,0.0002480817,0.0005199384,0.0004274774,0.0002594895,0.0001909589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002699392,"about_ca_system_score_gemma":0.000363756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00562001,"about_ca_topic_score_gemma":0.006076753,"domain_scores_codex":[0.9995095,0.0001062936,0.0001075683,0.000106207,0.0001102491,0.00006023436],"domain_scores_gemma":[0.9989522,0.0001865313,0.0005122026,0.00008296702,0.0001474144,0.0001186746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003549134,0.00001709881,0.9992066,0.000007044136,0.000008420981,0.0001338757,0.00006106308,0.000007324715,0.0001264369,0.000003560323,0.00001570036,0.0003774034],"study_design_scores_gemma":[0.000002792113,0.0001816156,0.9987476,0.000004509679,0.00001070878,0.0006080074,0.0002500742,0.00004377709,0.00004888113,0.000003445762,0.00009690767,0.00000169505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989202,0.0001807652,0.00008056095,0.00001065154,0.000002564694,0.00004306561,0.00042953,0.000002639152,0.0003299932],"genre_scores_gemma":[0.9993082,0.000114031,0.00008284159,0.00001664034,0.000005848152,0.00002379126,0.0003968119,7.285764e-7,0.00005112159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00562001,"threshold_uncertainty_score":0.01117456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04652519979872816,"score_gpt":0.3893797715371781,"score_spread":0.3428545717384499,"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."}}