{"id":"W4388693210","doi":"10.1111/jsr.14099","title":"Healthcare resource utilisation and costs in patients with treated obstructive sleep apnea","year":2023,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Greenfield Research (Canada)","funders":"National Heart, Lung, and Blood Institute; Agence Nationale de la Recherche; University of California, San Diego; Fondation Université Grenoble Alpes; National Institutes of Health; LivaNova; National Institute on Aging; Eli Lilly and Company; ResMed; Jazz Pharmaceuticals","keywords":"Medicine; Obstructive sleep apnea; Health care; Internal medicine; Pediatrics","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":[0.002565844,0.0001797833,0.0004761423,0.002211837,0.0001808156,0.00006200298,0.0002104331,0.0001597511,0.00004538883],"category_scores_gemma":[0.001139915,0.0001341898,0.00006276221,0.002783451,0.0004165698,0.00030977,0.0001590869,0.001617489,0.00002947374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009253109,"about_ca_system_score_gemma":0.0001153391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001514396,"about_ca_topic_score_gemma":0.00005335109,"domain_scores_codex":[0.9951542,0.0006802886,0.0005684241,0.0003465393,0.002476904,0.000773653],"domain_scores_gemma":[0.9961219,0.000613022,0.0001863309,0.0003089481,0.002261824,0.0005079655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004672593,0.0002106442,0.8510388,0.000105185,0.0001406087,0.0003745563,0.00100902,0.00001608343,0.0004647906,0.00009245158,0.0001296756,0.1417456],"study_design_scores_gemma":[0.007281669,0.002757647,0.9837378,0.00021257,0.00002409448,0.00006631223,0.003405289,0.001195021,0.0008275751,0.0001079265,0.0002711515,0.0001129505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952763,0.0001971353,0.00001148189,0.002884424,0.0000525982,0.0008364917,0.00001425545,0.00002209657,0.0007052028],"genre_scores_gemma":[0.9994093,0.00003713771,0.000202638,0.00003421916,0.000136198,0.00001604587,0.00002974689,0.00004759482,0.00008709213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1416327,"threshold_uncertainty_score":0.7027277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0442377873967602,"score_gpt":0.3549294477229902,"score_spread":0.31069166032623,"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."}}