{"id":"W4391609280","doi":"10.1101/2024.02.04.578837","title":"Wavelet Phase Coherence of Ictal Scalp EEG-Extracted Muscle Activity (SMA) as a Biomarker for Sudden Unexpected Death in Epilepsy (SUDEP)","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Epilepsy Research Program of the Ontario Brain Institute; University of Toronto; Government of Ontario","keywords":"Epilepsy; Electroencephalography; Ictal; Scalp; Biomarker; Medicine; SMA*; Cardiology; Audiology; Internal medicine; Anesthesia; Surgery; Psychiatry; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007144824,0.0003486699,0.0002832731,0.0008573874,0.00009671414,0.0003999286,0.00009589744,0.0002337925,0.001407782],"category_scores_gemma":[0.001824734,0.00007283725,0.0002263338,0.0004519038,0.0001399899,0.0001798343,0.0002305958,0.0002099155,0.0002654744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009412417,"about_ca_system_score_gemma":0.0001451469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003264974,"about_ca_topic_score_gemma":0.0005729749,"domain_scores_codex":[0.9998139,0.00006100778,0.00002204857,0.00004254346,0.00003996279,0.00002068477],"domain_scores_gemma":[0.9995033,0.000215545,0.0001525078,0.00003048103,0.00006342379,0.00003482331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00226009,0.0003465022,0.751304,0.0003664481,0.0006812708,0.0005554704,0.0001634858,0.004099451,0.115931,0.0003380695,0.001981223,0.1219731],"study_design_scores_gemma":[0.00004943762,0.0007840271,0.9558642,0.0000468711,0.0001663302,0.0009876385,0.0001238271,0.02273323,0.01778197,0.0005771589,0.0008705104,0.00001475202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898981,0.0009399003,0.006943626,0.0002134101,0.00003129388,0.00003747216,0.0009204781,0.00006751554,0.000948247],"genre_scores_gemma":[0.9946659,0.0003612495,0.003617428,0.00003732124,0.00003635587,0.00003095981,0.0007734126,0.000006980852,0.0004703857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001407782,"threshold_uncertainty_score":0.004709482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341866215750717,"score_gpt":0.3171571692261091,"score_spread":0.2837385070686019,"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."}}