{"id":"W4407450261","doi":"10.1109/jbhi.2025.3532854","title":"Snoring Vibration: A Robust Measure for Predicting Treatment Outcome for Obstructive Sleep Apnea","year":2025,"lang":"en","type":"article","venue":"IEEE Journal of Biomedical and Health Informatics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of British Columbia; University Health Network","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Obstructive sleep apnea; Sleep apnea; Medicine; Measure (data warehouse); Sleep (system call); Polysomnography; Outcome (game theory); Computer science; Physical medicine and rehabilitation; Apnea; Cardiology; Internal medicine; Data mining; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001338185,0.0001632548,0.0006301783,0.000407864,0.0002815833,0.00004103339,0.00009587033,0.000137402,0.000005806417],"category_scores_gemma":[0.0004565484,0.000112271,0.0001722265,0.0002510741,0.000144021,0.0002333362,0.00002253342,0.0002818758,5.923847e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004962998,"about_ca_system_score_gemma":0.000455469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007435342,"about_ca_topic_score_gemma":0.000004721862,"domain_scores_codex":[0.9973695,0.00002599534,0.001624223,0.00009138198,0.0004925021,0.0003963494],"domain_scores_gemma":[0.9978434,0.0003372795,0.0006406635,0.0001189238,0.0005871927,0.0004724933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001811844,0.0004527348,0.02870661,0.007068908,0.001114475,0.000009394407,0.00573374,0.0001080249,0.0002163255,0.0009888101,0.001179109,0.95261],"study_design_scores_gemma":[0.09036332,0.04098274,0.077048,0.004058342,0.002004131,0.001941227,0.03141921,0.6404492,0.00434059,0.00376498,0.1025982,0.001029977],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1056418,0.0007175308,0.8677406,0.02152991,0.001799075,0.002211272,0.0001016357,0.00002982228,0.0002283852],"genre_scores_gemma":[0.7765194,0.0002053643,0.2183002,0.002480004,0.002110986,0.0001432026,0.00004423033,0.00003532623,0.0001613114],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.95158,"threshold_uncertainty_score":0.4578277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08553472896260089,"score_gpt":0.3831364131903271,"score_spread":0.2976016842277262,"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."}}