{"id":"W7029049031","doi":"","title":"HEALTH CARE UTILIZATION AND COSTS OF BARIATRIC SURGERY PATIENTS WITH VS. WITHOUT COMORBID OBSTRUCTIVE SLEEP APNEA","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Probability and Statistical Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Johns Hopkins University","keywords":"Obstructive sleep apnea; Health care; Perioperative; Obesity; Activity-based costing; Sleep apnea; Body mass index","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001643944,0.0002821588,0.0006953912,0.0003105345,0.0001721023,0.00003410978,0.0001955997,0.000230103,0.001303463],"category_scores_gemma":[0.0003622579,0.0002758198,0.00007895804,0.0007856291,0.0001175198,0.0001417505,0.00008686691,0.0003193421,0.000006865049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635047,"about_ca_system_score_gemma":0.0003139566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003946763,"about_ca_topic_score_gemma":0.004333731,"domain_scores_codex":[0.9980195,0.000281247,0.000334242,0.0004679895,0.0005548682,0.0003422067],"domain_scores_gemma":[0.9977593,0.0008666877,0.0003689259,0.000260704,0.0005605022,0.0001839117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002787211,0.0002474407,0.09585797,0.006189944,0.0003213976,0.0000325197,0.005968038,0.000006193237,7.738009e-7,0.02130145,0.0005494355,0.8667376],"study_design_scores_gemma":[0.009959678,0.002754466,0.8745916,0.004889138,0.00154134,0.000005304495,0.07397341,0.00127667,0.0001763812,0.01625465,0.01141746,0.003159851],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8477448,0.0006550664,0.009524984,0.0001491354,0.0008847599,0.005038428,0.002196437,0.0004208923,0.1333855],"genre_scores_gemma":[0.9091858,0.0002604246,0.006083031,0.00003756257,0.00005919006,0.00001109806,0.004447938,0.0002265076,0.07968839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8635778,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365014618671286,"score_gpt":0.285452894763536,"score_spread":0.2489514328964074,"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."}}