{"id":"W2513696872","doi":"10.1007/s10439-016-1720-5","title":"Obstructive Sleep Apnea Screening and Airway Structure Characterization During Wakefulness Using Tracheal Breathing Sounds","year":2016,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Wakefulness; Medicine; Polysomnography; Supine position; Obstructive sleep apnea; Sleep apnea; Breathing; Hypopnea; Apnea; Airway; Expiration; Audiology; Anesthesia; Respiratory system; Electroencephalography; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002262065,0.0002233086,0.0002130939,0.0005575901,0.00018105,0.0003224168,0.0001358063,0.0004569447,0.0005728288],"category_scores_gemma":[0.0007384106,0.0001258393,0.0001759235,0.0002025664,0.0001898367,0.0002951462,0.0001937872,0.0002071467,0.0001377925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006656317,"about_ca_system_score_gemma":0.0001640387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008904108,"about_ca_topic_score_gemma":0.00180661,"domain_scores_codex":[0.9998724,0.00003052284,0.00001195262,0.0000303328,0.0000365191,0.00001831034],"domain_scores_gemma":[0.9997939,0.00008926004,0.00002427081,0.000009743706,0.00004882308,0.00003385064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002373503,0.0001889145,0.1750052,0.0002628307,0.0001203361,0.001393777,0.001008713,0.0008546881,0.7060256,0.0002804333,0.00051101,0.111975],"study_design_scores_gemma":[0.00002914433,0.00109703,0.9390105,0.00003975299,0.0001472671,0.002679696,0.0007741401,0.008151582,0.04688661,0.0001961254,0.0009490427,0.00003918411],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854113,0.0009725839,0.0114736,0.00006918345,0.00004738861,0.00008126513,0.0002146655,0.00006621645,0.001663849],"genre_scores_gemma":[0.9947907,0.0003154944,0.004166469,0.00004785176,0.00003876858,0.000028682,0.00009283642,0.000008900553,0.0005102693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008904108,"threshold_uncertainty_score":0.001916289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02579480787623901,"score_gpt":0.2875096083286743,"score_spread":0.2617148004524353,"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."}}