{"id":"W4281753399","doi":"10.1093/sleep/zsac079.094","title":"0096 Sleep Apnea Diagnosis using Tracheal Signals and Oximetry","year":2022,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Medicine; Polysomnography; Apnea; Sleep apnea; Anesthesia; Respiratory system; Sleep (system call); Hypopnea; Audiology; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002645575,0.0004228889,0.0002508371,0.0005831887,0.0001161959,0.0004493895,0.00022808,0.0004190327,0.002407415],"category_scores_gemma":[0.0009979265,0.0001383114,0.0002624594,0.0001855917,0.000098726,0.0003217192,0.0003284383,0.0001969616,0.0006475933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001676513,"about_ca_system_score_gemma":0.0002491579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002385812,"about_ca_topic_score_gemma":0.004490503,"domain_scores_codex":[0.9998242,0.00002951522,0.0000227412,0.00005882709,0.00004755575,0.00001711176],"domain_scores_gemma":[0.9997624,0.00006741095,0.00004180056,0.0000151428,0.00007946473,0.00003372758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001240531,0.0003721237,0.3168395,0.0004342329,0.0003631227,0.0007441661,0.0001352095,0.008760604,0.118874,0.0002673852,0.002929394,0.5490397],"study_design_scores_gemma":[0.0001008966,0.001302428,0.473386,0.0001653129,0.0003311642,0.002512056,0.0002358107,0.477169,0.04108962,0.0005957048,0.003053919,0.00005814097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9373369,0.001333039,0.05369703,0.0002240935,0.0001604916,0.0001808425,0.001065998,0.0007680338,0.005233664],"genre_scores_gemma":[0.9829571,0.0002248912,0.01501651,0.00004441008,0.00003914936,0.00003389888,0.0003492194,0.00001006065,0.001324801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002407415,"threshold_uncertainty_score":0.008053541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03547025066902218,"score_gpt":0.316075919223211,"score_spread":0.2806056685541889,"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."}}