{"id":"W4308148816","doi":"10.1016/j.sleep.2022.10.028","title":"Ambulatory transcutaneous carbon dioxide monitoring for children with neuromuscular disease","year":2022,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Neuroscience of respiration and sleep","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"West Park Healthcare Centre; Holland Bloorview Kids Rehabilitation Hospital; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Muscular Dystrophy Canada","keywords":"Ambulatory; Medicine; Polysomnography; Neuromuscular disease; Hypoventilation; Pediatrics; Prospective cohort study; Cohort; Nocturnal; Physical therapy; Disease; Internal medicine; Apnea; Respiratory system","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":[0.000194005,0.0001903352,0.0002012164,0.0001580289,0.000507073,0.0000169092,0.0004077101,0.00001561185,0.00005998807],"category_scores_gemma":[0.0002986318,0.00015166,0.00006958989,0.0004191382,0.0002922832,0.0001087473,0.00005117166,0.0002325536,0.000001623397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005196072,"about_ca_system_score_gemma":0.00004753048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001506945,"about_ca_topic_score_gemma":0.000001182575,"domain_scores_codex":[0.9977589,0.0001325287,0.0002176364,0.0006215997,0.0008950938,0.0003741967],"domain_scores_gemma":[0.999089,0.0001064367,0.00008302803,0.0003930475,0.00002401347,0.0003044777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007336158,0.0002621311,0.0162558,0.00003325498,0.00002014233,0.0006379127,0.0005902956,0.006837945,0.9612316,0.001105128,0.0001004318,0.01219172],"study_design_scores_gemma":[0.02911546,0.01919132,0.2629465,0.0002230774,0.001323216,0.002519161,0.001212333,0.03053778,0.5745649,0.001810425,0.07263669,0.003919145],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948678,0.000168981,0.0004062302,0.002372821,0.0009232207,0.0008119354,0.00002116232,0.0001601362,0.0002676978],"genre_scores_gemma":[0.9972147,0.00001642838,0.0000273056,0.001930241,0.0003060642,0.0001801497,0.000004196527,0.00003950539,0.0002814464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3866667,"threshold_uncertainty_score":0.6184514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02158403844038739,"score_gpt":0.2553613918821613,"score_spread":0.2337773534417739,"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."}}