{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006229559,0.0002746551,0.000454813,0.0005239699,0.000274857,0.0002001037,0.0001265276,0.00009154314,0.000009585131],"category_scores_gemma":[0.00016179,0.0002218292,0.00002652776,0.0006334917,0.0003426131,0.0005386592,0.0004273295,0.0002661127,0.000009672126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008266128,"about_ca_system_score_gemma":0.0001438242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006505314,"about_ca_topic_score_gemma":0.0001974845,"domain_scores_codex":[0.9980862,0.0001177357,0.0003272937,0.0005333947,0.0003502137,0.0005851403],"domain_scores_gemma":[0.9989799,0.0003288461,0.00007503908,0.000197089,0.00005969723,0.000359419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002354118,0.00005743037,0.986684,0.0002387691,0.0000993011,0.000787221,0.004953742,0.000001786108,0.0005519128,0.00006459231,0.00006164055,0.006264176],"study_design_scores_gemma":[0.003917011,0.0007357431,0.9789991,0.0011358,0.00004383196,0.0002275392,0.01306537,0.0001219218,0.001169957,0.0001056137,0.0003518636,0.0001262595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950796,0.002293218,0.000003211892,0.0001044619,0.00004614524,0.001028722,0.00001564947,0.00005952841,0.001369431],"genre_scores_gemma":[0.9956622,0.001128034,0.002678783,0.00008376948,0.00006188745,0.0001614482,0.00001542962,0.00003752325,0.0001709384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008111626,"threshold_uncertainty_score":0.9045933,"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."}}