{"id":"W3138068595","doi":"10.5664/jcsm.9254","title":"Validation of home portable monitoring for the diagnosis of sleep-disordered breathing in adolescents and adults with neuromuscular disorders","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Polysomnography; Medicine; Sleep apnea; Apnea; Receiver operating characteristic; Apnea–hypopnea index; Hypopnea; Confidence interval; Obstructive sleep apnea; Cardiology; Gold standard (test); Anesthesia; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003337137,0.0005256382,0.0004270819,0.0006298342,0.000418837,0.0008668689,0.0005433228,0.0008070348,0.0008854445],"category_scores_gemma":[0.01082538,0.0002731067,0.0004558346,0.0003260426,0.0003997781,0.0005236586,0.0006050956,0.0007075836,0.0003987075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002863131,"about_ca_system_score_gemma":0.0004068311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002024576,"about_ca_topic_score_gemma":0.003018822,"domain_scores_codex":[0.9979837,0.000863013,0.0002308788,0.0003266799,0.0004709384,0.0001247857],"domain_scores_gemma":[0.9957178,0.001933331,0.0006440523,0.0002637208,0.001215597,0.0002254726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002713691,0.000334442,0.9841471,0.00005090498,0.00006314502,0.00007814715,0.0005601044,0.0001360751,0.002177755,0.00006441046,0.0002538612,0.01186268],"study_design_scores_gemma":[0.00005776402,0.001463484,0.9919043,0.00007935082,0.00008248591,0.0006075196,0.00070609,0.00245357,0.001892548,0.00006182742,0.0006804426,0.00001062397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968111,0.0001624539,0.001295401,0.00005413575,0.00004887838,0.000166767,0.0002521144,0.00002312953,0.001186081],"genre_scores_gemma":[0.9966848,0.00008220543,0.002266775,0.00008188932,0.00002206644,0.0001607226,0.0003564798,0.000006584753,0.000338404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003337137,"threshold_uncertainty_score":0.01764864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04157104877714128,"score_gpt":0.3733420285353072,"score_spread":0.3317709797581659,"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."}}