{"id":"W4229031729","doi":"10.2147/nss.s359021","title":"Association of Obstructive Apnea with Thoracic Fluid Shift and Small Airways Narrowing in Asthma During Sleep","year":2022,"lang":"en","type":"article","venue":"Nature and Science of Sleep","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Public Health Ontario; Toronto Western Hospital; University Health Network; University of Toronto; Toronto General Hospital; Toronto Rehabilitation Institute","funders":"Lung Health Foundation; Reseau canadien de recherche respiratoire; University of Toronto; Canadian Allergy, Asthma and Immunology Foundation","keywords":"Medicine; Obstructive sleep apnea; Asthma; Bioelectrical impedance analysis; Polysomnography; Anesthesia; Cardiology; Thorax (insect anatomy); Internal medicine; Apnea; Apnea–hypopnea index; Sleep apnea; Body mass index; Anatomy","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":[0.0003923802,0.0002140902,0.000249514,0.0004590868,0.0002791856,0.0003056078,0.0002482341,0.0005501006,0.001556412],"category_scores_gemma":[0.001231594,0.0001250326,0.0002307955,0.0004132419,0.0003015927,0.0002475827,0.0003106315,0.0003939059,0.0001226618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440652,"about_ca_system_score_gemma":0.0001742434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062778,"about_ca_topic_score_gemma":0.001678407,"domain_scores_codex":[0.9997498,0.00005526779,0.00004030865,0.00004842105,0.00006365452,0.00004248535],"domain_scores_gemma":[0.9986596,0.0003116188,0.0006516352,0.00005153951,0.0000968523,0.0002286453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844983,0.00003786586,0.9977774,0.00001427354,0.00002532896,0.0001038938,0.00003609081,0.00001668629,0.001044108,0.000005847352,0.00001863195,0.0007354254],"study_design_scores_gemma":[0.000002635832,0.0001182095,0.9994185,0.000002435808,0.00001148637,0.0002823475,0.00003226652,0.00005525932,0.00004793433,0.000005858818,0.0000221235,9.008891e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993502,0.0002999378,0.00006202816,0.00002985994,0.000007635814,0.000006851243,0.00003977419,0.000001696486,0.0002018754],"genre_scores_gemma":[0.9997266,0.00006767506,0.00005959895,0.00001425274,0.00001688126,0.000004954537,0.00006378302,5.641116e-7,0.00004562316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001556412,"threshold_uncertainty_score":0.005206764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00761733880591968,"score_gpt":0.2644728703617933,"score_spread":0.2568555315558736,"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."}}