{"id":"W3045495336","doi":"10.1002/ppul.24988","title":"Sleep disordered breathing: Assessment and therapy in the age of emerging neuromuscular therapies","year":2020,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Neurogenetic and Muscular Disorders Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Spinal muscular atrophy; Duchenne muscular dystrophy; Neuromuscular disease; Amyotrophic lateral sclerosis; Polysomnography; Myopathy; Physical medicine and rehabilitation; Intensive care medicine; Muscular dystrophy; SMA*; Respiratory failure; Sleep and breathing; Breathing; Pediatrics; Physical therapy; Disease; Pathology; Internal medicine; Anesthesia; Apnea","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":[],"consensus_categories":[],"category_scores_codex":[0.0002269041,0.0001280532,0.0002925246,0.0001306238,0.00004610348,0.00001120469,0.0001790516,0.00007103094,0.00003481807],"category_scores_gemma":[0.00006924134,0.00008714465,0.00008012721,0.0004108316,0.00009715293,0.00002653064,0.00006724749,0.0003128729,0.000002027864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005988226,"about_ca_system_score_gemma":0.00005545687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005060417,"about_ca_topic_score_gemma":0.000003223655,"domain_scores_codex":[0.9987444,0.0002423736,0.0002406739,0.0002785836,0.0002401261,0.0002538615],"domain_scores_gemma":[0.9995018,0.0001212465,0.00005517842,0.000234433,0.00003035346,0.00005697332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001951436,0.0004202062,0.8925821,0.0001816092,0.00009143585,0.0004985006,0.005986645,0.0000173201,0.009703827,0.0003021405,0.0001191472,0.08990189],"study_design_scores_gemma":[0.002821016,0.001297435,0.9869152,0.00000324344,0.00008005006,0.00007554469,0.001437212,0.001015612,0.00007908786,0.0004449981,0.005688529,0.0001420903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716758,0.011369,0.0003940068,0.01553677,0.00003264542,0.0005441977,0.000001509879,0.00001903721,0.0004270911],"genre_scores_gemma":[0.9814605,0.01665482,0.0002373801,0.001482913,0.00009086211,0.00004059161,0.000008555509,0.00001763939,0.000006764281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09433304,"threshold_uncertainty_score":0.3553655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462261492843725,"score_gpt":0.317730596278871,"score_spread":0.2831079813504337,"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."}}