{"id":"W4385487874","doi":"10.1513/annalsats.202303-248oc","title":"Hypoxic Burden Based on Automatically Identified Desaturations Is Associated with Adverse Health Outcomes","year":2023,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"York University; American Academy of Sleep Medicine Foundation; National Institutes of Health; Case Western Reserve University; University of Washington; Johns Hopkins University; National Heart, Lung, and Blood Institute; University of California, Davis; University of Minnesota; American Heart Association","keywords":"Medicine; Pulse oximetry; Confounding; Confidence interval; Hypoxemia; Hazard ratio; Logistic regression; Oxygen saturation; Proportional hazards model; Odds ratio; Apnea; Sleep apnea; Internal medicine; Statistics; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002228007,0.0004809487,0.0003694947,0.0008303366,0.0001836036,0.0006087445,0.0004166015,0.0003491346,0.0009690915],"category_scores_gemma":[0.005833301,0.000215349,0.0005271766,0.0005836447,0.0002881748,0.0003856847,0.0003727317,0.0004295413,0.0001249014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904451,"about_ca_system_score_gemma":0.0002782696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002060971,"about_ca_topic_score_gemma":0.002987552,"domain_scores_codex":[0.9986988,0.000542816,0.0001317641,0.0003298729,0.0002220118,0.00007456567],"domain_scores_gemma":[0.9950133,0.001872896,0.002086284,0.000318992,0.0005135621,0.0001949126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001027236,0.00007265439,0.9880009,0.0001540132,0.0006554176,0.00004153314,0.00004128242,0.0006733183,0.001384379,0.0000821403,0.0002516395,0.007615299],"study_design_scores_gemma":[0.00002071741,0.0002173255,0.9940292,0.00003553884,0.0002197963,0.0001053773,0.00003660359,0.004399756,0.000563795,0.0001557424,0.0002037241,0.00001238779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904526,0.001953105,0.004635402,0.0001414499,0.00004804511,0.00009948544,0.001484868,0.00004688607,0.00113819],"genre_scores_gemma":[0.9979445,0.0001675578,0.00117477,0.00003970275,0.00005904201,0.00003794889,0.0004843813,0.000005018503,0.00008713353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002228007,"threshold_uncertainty_score":0.01178294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090769067940191,"score_gpt":0.4372593255276642,"score_spread":0.3281824187336452,"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."}}