{"id":"W2293875437","doi":"10.1109/embc.2015.7318835","title":"Upper airway resistance changes from inspiration to expiration during wakefulness is a predictor of sleep apnea: A pilot study","year":2015,"lang":"en","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Expiration; Obstructive sleep apnea; Polysomnography; Medicine; Airway; Apnea; Sleep apnea; Supine position; Breathing; Wakefulness; Ventilation (architecture); Airway resistance; Airflow; Anesthesia; Cardiology; Respiratory system; Internal medicine; Physics; Electroencephalography","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":[0.0004865032,0.000403517,0.0002892226,0.0003142312,0.0002634736,0.0002435408,0.0001679465,0.0003166717,0.001355626],"category_scores_gemma":[0.0009349243,0.0001698248,0.0003274251,0.0001490578,0.0002376267,0.0002440387,0.0002351074,0.000294136,0.0002467638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005090667,"about_ca_system_score_gemma":0.0001139978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006905668,"about_ca_topic_score_gemma":0.0007901072,"domain_scores_codex":[0.9998664,0.0000426424,0.00001132199,0.00003739021,0.00002243735,0.00001981065],"domain_scores_gemma":[0.9993114,0.0002190688,0.00009861169,0.0000623353,0.00008564175,0.0002228278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003835779,0.001322232,0.9648242,0.00005137696,0.0001692746,0.0005007568,0.0005509324,0.00008917608,0.02044407,0.00002049196,0.0001260574,0.008065617],"study_design_scores_gemma":[0.00004505526,0.00560559,0.9927036,0.000002563188,0.00006289886,0.0004618847,0.0001451406,0.0003016785,0.0005163806,0.0000112479,0.0001390868,0.000005029085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996738,0.00005957477,0.0001139251,0.000005728357,0.000003812333,0.00001529493,0.00003784641,0.000002576556,0.0000873324],"genre_scores_gemma":[0.9995177,0.00003043772,0.0001726909,0.00001099492,0.00001551634,0.00001945591,0.0001054936,0.000001229152,0.0001265932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001355626,"threshold_uncertainty_score":0.004535019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05955925678445944,"score_gpt":0.3084771555668975,"score_spread":0.2489178987824381,"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."}}