{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001141442,0.0001168514,0.0002893269,0.0005178358,0.0002435807,0.00001930393,0.0001690021,0.00009904843,0.00002456471],"category_scores_gemma":[0.0003264281,0.00009966263,0.0000297672,0.001332521,0.0003507502,0.0002666534,0.0002329276,0.000763716,2.122918e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002456807,"about_ca_system_score_gemma":0.000068711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003469715,"about_ca_topic_score_gemma":0.00003369665,"domain_scores_codex":[0.9979585,0.00007096227,0.0002202872,0.0003944782,0.001026982,0.0003287592],"domain_scores_gemma":[0.9992383,0.0001058368,0.0001534482,0.0001737708,0.0002218598,0.0001068483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008649571,0.0001355497,0.6435651,0.0002507041,0.00007059283,0.00006059903,0.005371621,0.0001753043,0.324173,0.0007636228,0.000001503152,0.02456742],"study_design_scores_gemma":[0.001403406,0.000528372,0.8963415,0.00005118641,0.00003123439,0.0000562871,0.003432597,0.002340519,0.09543411,0.0002338619,0.00001732379,0.0001295861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975756,0.0007147064,0.00001872888,0.000506773,0.00007835531,0.0002931053,0.000009759193,0.00001029049,0.0007926448],"genre_scores_gemma":[0.9988717,0.000008619751,0.001015427,0.00002476014,0.00002460148,0.00001243634,0.000002143017,0.00001015573,0.00003015536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2527764,"threshold_uncertainty_score":0.4064124,"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."}}