{"id":"W2038472258","doi":"10.1183/20734735.011311","title":"Comorbidity and healthcare costs in patients with obstructive sleep apnoea","year":2011,"lang":"en","type":"article","venue":"Breathe","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Continuous positive airway pressure; Comorbidity; Observational study; Intensive care medicine; Health care; Obstructive sleep apnea; Population; Clinical trial; Emergency medicine; Internal medicine; Environmental health","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":[0.0001073214,0.0001353079,0.0002324371,0.0001218409,0.00005063644,0.000007413365,0.00007216091,0.00007293331,0.00008911594],"category_scores_gemma":[0.00004548979,0.00009759972,0.00002157696,0.000206732,0.0001877132,0.00009019089,0.00006624094,0.0002701514,0.00001976782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002043532,"about_ca_system_score_gemma":0.00002432298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036448,"about_ca_topic_score_gemma":0.0002229821,"domain_scores_codex":[0.9988841,0.00007511338,0.0001390116,0.0002937572,0.0003104867,0.0002974629],"domain_scores_gemma":[0.9992555,0.00003896509,0.00004380325,0.0002797502,0.0001915021,0.0001904904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000797861,0.0002026249,0.9508966,0.00003604386,0.00003783795,0.00004390009,0.001110603,2.885148e-8,0.00001545461,0.0004714821,0.000006382573,0.04638114],"study_design_scores_gemma":[0.003300942,0.0006079713,0.9949172,0.00004520798,0.00001984318,0.00002587665,0.0003591231,0.00002342105,0.0003849102,0.0001674116,0.00004933314,0.00009882339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947499,0.00006985391,0.00002047031,0.000175891,0.00004970941,0.0007175381,0.00002836231,0.00002877569,0.004159518],"genre_scores_gemma":[0.9989163,0.000005663034,0.000859169,0.00009058396,0.00002622965,0.00002658126,0.00001820843,0.00002461275,0.00003264223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04628232,"threshold_uncertainty_score":0.3980001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02595579865202188,"score_gpt":0.270231561263482,"score_spread":0.2442757626114601,"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."}}