{"id":"W4396871972","doi":"10.1177/15357597241253414","title":"Are We Doing Enough to Prevent SUDEP?","year":2024,"lang":"en","type":"letter","venue":"Epiliepsy currents/Epilepsy currents","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Psychology; Computer science; Data science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0006538377,0.001880861,0.002930856,0.001296794,0.0002516053,0.0003758992,0.001154226,0.0013669,0.001495326],"category_scores_gemma":[0.0002111781,0.001817527,0.002993261,0.001175658,0.0001913725,0.0002671392,0.0009198697,0.005461012,0.0132693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000936035,"about_ca_system_score_gemma":0.000563785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005618922,"about_ca_topic_score_gemma":0.00001299057,"domain_scores_codex":[0.990543,0.000336415,0.001780072,0.002977473,0.002251678,0.002111332],"domain_scores_gemma":[0.995443,0.0001471009,0.0006803448,0.002700255,0.000278963,0.0007503612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005856767,0.0006635868,0.001202158,0.003429852,0.001690995,0.001403261,0.0004324169,0.00003193202,0.00001062348,0.00001236168,0.9037736,0.08729063],"study_design_scores_gemma":[0.00164807,0.0002217841,0.0006140089,0.01001114,0.00203403,0.0002280719,0.0001460574,0.00006885271,0.00009493814,0.0001048817,0.9831548,0.00167341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007429264,0.06379237,0.0005643336,0.8577204,0.04610008,0.007295247,0.002268966,0.001528186,0.01330113],"genre_scores_gemma":[0.03155346,0.01697018,0.001484142,0.8040989,0.05803102,0.003230405,0.01152168,0.002808383,0.07030182],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08561722,"threshold_uncertainty_score":0.9999295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03159553026647512,"score_gpt":0.3035106005025319,"score_spread":0.2719150702360568,"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."}}