{"id":"W4389705448","doi":"10.15326/jcopdf.2023.0438","title":"Assessment of Obstructive Sleep Apnea Among Patients With Chronic Obstructive Pulmonary Disease in Primary Care","year":2023,"lang":"en","type":"article","venue":"Chronic Obstructive Pulmonary Diseases Journal of the COPD Foundation","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health; University of Washington; U.S. Department of Veterans Affairs; American Thoracic Society; Health Services Research and Development","keywords":"Medicine; Obstructive sleep apnea; COPD; Odds ratio; Internal medicine; Confidence interval; Referral; Physical therapy; Body mass index; Sleep apnea; Emergency medicine; Intensive care medicine; Family medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003325908,0.0007228811,0.001193518,0.001128271,0.0003958738,0.00007597311,0.0009200069,0.0002033971,0.0001754542],"category_scores_gemma":[0.0003755558,0.0005454585,0.0006732187,0.002435168,0.001659826,0.001589283,0.0005735926,0.001247583,0.0000152821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009954443,"about_ca_system_score_gemma":0.00228032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004786264,"about_ca_topic_score_gemma":0.00002061158,"domain_scores_codex":[0.9934736,0.000605796,0.001472493,0.0008974468,0.002585444,0.0009652323],"domain_scores_gemma":[0.9937184,0.0004058374,0.001800656,0.001096435,0.002306652,0.0006720343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002180396,0.0006726476,0.9159842,0.001704943,0.0005569124,0.0004130269,0.0003038979,0.005041623,0.0008492784,0.0001773406,0.000005939986,0.07210982],"study_design_scores_gemma":[0.004207535,0.0006198733,0.9845543,0.000977751,0.0008905261,0.00007321909,0.001243385,0.005508362,0.0002344402,0.001125381,0.000067528,0.000497681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921575,0.002376589,0.000218195,0.0001562763,0.001251376,0.002449392,0.0004042741,0.00006176183,0.0009246296],"genre_scores_gemma":[0.9978649,0.0001177812,0.0002805991,0.00001972062,0.0005668401,0.0001360734,0.0007951912,0.000143763,0.00007514643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07161213,"threshold_uncertainty_score":0.9996997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009414205210936796,"score_gpt":0.2708635376976202,"score_spread":0.2614493324866835,"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."}}