{"id":"W2796470284","doi":"","title":"The Effects of Anthropometric Parameters on the Breathing Sound Features while Screening Obstructive Sleep Apnea during Wakefulness","year":2017,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Obstructive sleep apnea; Wakefulness; Medicine; Sleep (system call); Breathing; Sleep apnea; Audiology; Sound (geography); Apnea; Anesthesia; Acoustics; Computer science; Electroencephalography; Psychiatry","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":[0.0003963881,0.0003685496,0.0003229854,0.0002845272,0.0002032724,0.0003760807,0.0001280263,0.0003610016,0.0006615988],"category_scores_gemma":[0.003368727,0.0001640484,0.0002571785,0.0002298645,0.0002645267,0.0002871907,0.0001801382,0.000524107,0.0001503872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197643,"about_ca_system_score_gemma":0.0001374811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234088,"about_ca_topic_score_gemma":0.002186854,"domain_scores_codex":[0.9997255,0.00009741269,0.00002368745,0.00005546339,0.00006172489,0.00003611],"domain_scores_gemma":[0.9979764,0.001246131,0.0002205647,0.0001008265,0.0001747605,0.0002813001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05037785,0.00221111,0.6952512,0.0003021516,0.0007106767,0.001078477,0.001236357,0.0009365539,0.1729449,0.00005781467,0.0003985444,0.07449447],"study_design_scores_gemma":[0.00002394033,0.003028815,0.9930729,0.000006060117,0.00008293074,0.0001249803,0.0001952844,0.0003362875,0.002997562,0.00001111881,0.0001131557,0.000006807272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989806,0.0002594159,0.0001653042,0.00003117779,0.00002450662,0.00001262942,0.00009186711,0.000005604025,0.0004288429],"genre_scores_gemma":[0.9994106,0.000113073,0.0001504015,0.00002812645,0.00002345575,0.000009868607,0.00008770765,0.000004847639,0.0001717819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001234088,"threshold_uncertainty_score":0.002453864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626089880821082,"score_gpt":0.2677383914214622,"score_spread":0.2514774926132514,"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."}}