{"id":"W7113900503","doi":"10.1145/3765612.3767236","title":"KindSleep: Knowledge-Informed Diagnosis of Obstructive Sleep Apnea from Oximetry","year":2025,"lang":"","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; National Institutes of Health; Case Western Reserve University; Georgia Institute of Technology; Johns Hopkins University; National Heart, Lung, and Blood Institute; University of California, Davis; University of Minnesota; Parker H. Petit Institute for Bioengineering and Bioscience; University of Washington; Microsoft Research","keywords":"Obstructive sleep apnea; Polysomnography; Respiratory disturbance index; Sleep apnea; Sleep disorder; Raw data; Sleep (system call); Apnea","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001504911,0.0009562688,0.0005566401,0.001390369,0.0003497871,0.0008462492,0.0009814706,0.0009881811,0.001120602],"category_scores_gemma":[0.006286931,0.000227331,0.0006591678,0.0005919046,0.0003507657,0.001100579,0.00196975,0.001212929,0.0004368692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006183591,"about_ca_system_score_gemma":0.001302164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008902653,"about_ca_topic_score_gemma":0.01770031,"domain_scores_codex":[0.9993161,0.000218217,0.00004084112,0.0002306614,0.0001281215,0.00006605365],"domain_scores_gemma":[0.998641,0.0007927253,0.0001396518,0.0001747365,0.0001567854,0.00009509914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008399111,0.0006680486,0.1503196,0.0007602343,0.000660692,0.0007807546,0.0004510076,0.07848739,0.006947815,0.003263486,0.0332359,0.7235852],"study_design_scores_gemma":[0.000150571,0.0005587288,0.04456663,0.000391772,0.000289706,0.0008521327,0.0003151491,0.8990782,0.01051131,0.02804175,0.01514036,0.0001036678],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4693454,0.008222134,0.4686897,0.006728189,0.0005664809,0.0007942492,0.02431371,0.009513265,0.01182681],"genre_scores_gemma":[0.9107179,0.0008058996,0.07395346,0.00102019,0.0001475999,0.0001623044,0.01180482,0.00007009656,0.001317627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008902653,"threshold_uncertainty_score":0.01770163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891626783767463,"score_gpt":0.3273134883795759,"score_spread":0.3083972205419013,"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."}}