{"id":"W4406496480","doi":"10.1007/s11325-025-03246-x","title":"Obstructive sleep apnea in bariatric surgery patients: a population-based study","year":2025,"lang":"en","type":"article","venue":"Sleep And Breathing","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; Queen's University; McMaster University; St. Joseph’s Healthcare Hamilton; Programs for Assessment of Technology in Health Research Institute; University of British Columbia; Impact","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Obstructive sleep apnea; Otorhinolaryngology; Neurology; Sleep apnea; Neurosurgery; Obesity; Population; General surgery; Physical therapy; Surgery; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000969146,0.0007404559,0.000987203,0.001530733,0.001416193,0.001653578,0.0006388239,0.001815904,0.001949816],"category_scores_gemma":[0.002159528,0.0009827282,0.001333581,0.002313865,0.000793832,0.001939307,0.001019209,0.001317423,0.0004463809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005777249,"about_ca_system_score_gemma":0.0005048867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009256356,"about_ca_topic_score_gemma":0.01246794,"domain_scores_codex":[0.9989898,0.0002701813,0.0001205055,0.0002994576,0.0001522441,0.0001678253],"domain_scores_gemma":[0.9989452,0.0001967749,0.0002972259,0.00009331227,0.0001399379,0.0003275908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003309356,0.0003127124,0.99801,0.00001328253,0.0002047187,0.0001332749,0.0001819801,0.00001206845,0.0002788894,0.00001398257,0.00006635839,0.0004417672],"study_design_scores_gemma":[0.00004465273,0.0003585247,0.9983894,0.000005383371,0.0001010565,0.000224319,0.0007080412,0.00006577392,0.00001397614,0.00001585717,0.00006508816,0.000007896097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992923,0.0001586429,0.00004987194,0.00003394415,0.000009014013,0.00001829699,0.0001665859,0.000001710343,0.0002696367],"genre_scores_gemma":[0.9992261,0.0001361379,0.00006118442,0.0000816012,0.00002120972,0.00002675107,0.0002902949,0.000002047201,0.0001545982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009256356,"threshold_uncertainty_score":0.01840496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239694692740359,"score_gpt":0.277261718237502,"score_spread":0.2648647713100983,"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."}}