{"id":"W2152402032","doi":"10.1109/iembs.2009.5332870","title":"Acoustic obstructive sleep apnea detection","year":2009,"lang":"en","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Obstructive sleep apnea; Apnea; Polysomnography; Sleep apnea; Computer science; Breathing; Artificial intelligence; Speech recognition; Algorithm; Medicine; Anesthesia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001046682,0.000137164,0.0001972394,0.0001843328,0.00008909775,0.00002110307,0.00007685453,0.0000976268,0.0005890143],"category_scores_gemma":[0.0002227057,0.0001136552,0.00008512689,0.0003689538,0.00007628094,0.0001254938,0.00002389441,0.0002935973,0.0003217327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832651,"about_ca_system_score_gemma":0.00001185881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001505264,"about_ca_topic_score_gemma":0.00000930276,"domain_scores_codex":[0.9987507,0.00003199045,0.0001700108,0.0002991926,0.0004023936,0.0003457401],"domain_scores_gemma":[0.9992097,0.00005061029,0.00003310187,0.000298606,0.0002088101,0.0001991517],"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":[0.0002723243,0.0001187342,0.001543436,0.0000169594,0.00006205281,0.0000604867,0.00009942173,0.00002354129,0.3692783,0.0004697308,0.0000271409,0.6280279],"study_design_scores_gemma":[0.003379594,0.001847601,0.5627481,0.00001356606,0.0001812834,0.000546132,0.0009421848,0.03813848,0.3882293,0.002931119,0.0006634974,0.0003791513],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8291311,0.00006942757,0.09623535,0.001017758,0.0003018364,0.0006504911,0.000002686138,0.0003152903,0.07227611],"genre_scores_gemma":[0.9968487,0.000001624821,0.001839873,0.0003279986,0.0002243181,0.000009674271,0.000004422877,0.00001571702,0.0007276746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6276488,"threshold_uncertainty_score":0.6449293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478865905289556,"score_gpt":0.2895993629726612,"score_spread":0.2748107039197656,"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."}}