{"id":"W1966383736","doi":"10.1007/s11325-003-0159-8","title":"Pulmonary Function and Sleep Apnea","year":2003,"lang":"en","type":"article","venue":"Sleep And Breathing","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Apnea; Sleep apnea; Polysomnography; Pulmonary function testing; Apnea–hypopnea index; Anesthesia; Hypopnea; Obstructive sleep apnea; Cardiology; Central sleep apnea; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006578302,0.0003387977,0.0003948678,0.001041242,0.0004579901,0.001024953,0.0002994741,0.0009019562,0.002559675],"category_scores_gemma":[0.002184254,0.000151806,0.0003539842,0.0007027227,0.0005266181,0.0007265408,0.0004619003,0.0009835131,0.0003557756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002534989,"about_ca_system_score_gemma":0.0003370725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038604,"about_ca_topic_score_gemma":0.002148727,"domain_scores_codex":[0.999706,0.0001372818,0.00002906636,0.00002998325,0.00005371491,0.00004391766],"domain_scores_gemma":[0.9987048,0.0005302833,0.0002534004,0.00005590217,0.0001350242,0.0003206882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007308957,0.0004729803,0.9631989,0.0001103685,0.0002254096,0.0008763332,0.0003007194,0.0001599294,0.001719369,0.0009879747,0.0007172641,0.03049982],"study_design_scores_gemma":[0.000009305872,0.0001990757,0.9969783,0.00002554817,0.00007091289,0.0009421643,0.0001521524,0.0001734033,0.00009742045,0.0004461358,0.0009003696,0.00000514995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359647,0.04456773,0.000356558,0.001716109,0.0002226188,0.00002408269,0.0003513171,0.00001763721,0.01677935],"genre_scores_gemma":[0.9934312,0.004215658,0.0001322954,0.0002241158,0.0002849175,0.00001122775,0.0001648124,0.000002486607,0.001533247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002559675,"threshold_uncertainty_score":0.008562922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146080988610104,"score_gpt":0.2578920619145001,"score_spread":0.2432839630534898,"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."}}