{"id":"W4379508782","doi":"10.1002/epi4.12772","title":"Sleep and respiratory abnormalities in adults with developmental and epileptic encephalopathies using polysomnography and <scp>video‐EEG</scp> monitoring","year":2023,"lang":"en","type":"article","venue":"Epilepsia Open","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Montreal Children's Hospital","funders":"National Institute of Neurological Disorders and Stroke; National Health and Medical Research Council; National Institutes of Health; Jazz Pharmaceuticals; Eisai; Monash University; UCB Pharma; Sun Pharma; Zynerba Pharmaceuticals; GW Pharmaceuticals; Norman Beischer Medical Research Foundation; Ultragenyx Pharmaceutical; Savoy Foundation; LivaNova; University of Melbourne; Medical Research Council; Biogen","keywords":"Polysomnography; Electroencephalography; Audiology; Sleep (system call); Respiratory system; Medicine; Psychology; Respiratory monitoring; Epilepsy; Pediatrics; Neuroscience; Psychiatry; Computer science","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":[0.000270554,0.0003159829,0.0003095475,0.0006856612,0.000222226,0.0003769773,0.0001188829,0.0003804421,0.0006552059],"category_scores_gemma":[0.001370143,0.0001795057,0.0001865789,0.0004659027,0.0001853862,0.0005405598,0.0003299293,0.00025379,0.000146798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001808923,"about_ca_system_score_gemma":0.0001795263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002267873,"about_ca_topic_score_gemma":0.004716634,"domain_scores_codex":[0.9997343,0.00004527771,0.00006389559,0.00005024108,0.00005462774,0.00005166913],"domain_scores_gemma":[0.9993932,0.0001211253,0.0002722524,0.00001801638,0.00007616581,0.0001192692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005994136,0.00001156146,0.9977913,0.00000478224,0.000007914384,0.0005087216,0.00005646392,0.00001392219,0.0002610482,0.000003939534,0.00002180065,0.001258597],"study_design_scores_gemma":[0.000005340228,0.0001743122,0.9959165,0.000006343432,0.00001002653,0.003393347,0.0001835019,0.0001105916,0.00008107776,0.000005965289,0.0001109309,0.000002050158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994009,0.0002431154,0.00004474872,0.00001426761,0.000002752101,0.000006540352,0.00007331287,0.000001539416,0.0002129324],"genre_scores_gemma":[0.9995269,0.0001347958,0.00009119238,0.00002237459,0.000009880942,0.000004967839,0.000156328,6.450099e-7,0.00005305627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002267873,"threshold_uncertainty_score":0.004509389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03785406183076731,"score_gpt":0.305207786142118,"score_spread":0.2673537243113507,"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."}}