{"id":"W4415782222","doi":"10.14814/phy2.70622","title":"Overnight deep inspiration patterns in obstructive sleep apnea patients with and without asthma","year":2025,"lang":"en","type":"article","venue":"Physiological Reports","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Asthma; Obstructive sleep apnea; Polysomnography; Bronchodilator; Quartile; Respiratory system","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":[],"consensus_categories":[],"category_scores_codex":[0.0001214187,0.0001937949,0.0003888623,0.0001393709,0.00006567857,0.00002156417,0.00004906802,0.0001206606,0.0000629185],"category_scores_gemma":[0.0004159187,0.0001272147,0.00004307188,0.0002967734,0.0001683405,0.0001340152,0.0001290191,0.0003330297,0.000003119714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001403092,"about_ca_system_score_gemma":0.00002374823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005045291,"about_ca_topic_score_gemma":0.00003024646,"domain_scores_codex":[0.9982948,0.00008095972,0.0003517586,0.0005877251,0.0003777728,0.0003069946],"domain_scores_gemma":[0.9991743,0.00005596938,0.0001393615,0.0003111579,0.0002024067,0.0001168236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004002294,0.0002755307,0.9775451,0.0000544313,0.0000567791,0.0001352828,0.00006198726,0.00001579642,0.002554814,0.0001680067,0.000002470129,0.01872958],"study_design_scores_gemma":[0.001292825,0.0004762775,0.9952013,0.00005667125,0.00002074664,0.00001967413,0.00006250611,0.0006503735,0.001057081,0.0009697966,0.00006345516,0.0001292505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964949,0.00004539949,0.0006915518,0.0000855387,0.00007109676,0.0007276885,0.000003741445,0.00004112144,0.001838942],"genre_scores_gemma":[0.9992397,0.000003972812,0.000356323,0.000181334,0.00003067695,0.00007333964,0.00006097169,0.00001240952,0.00004122585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01860033,"threshold_uncertainty_score":0.5187665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273542641191529,"score_gpt":0.2817015480975926,"score_spread":0.2689661216856774,"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."}}