{"id":"W3125759856","doi":"10.1007/s11695-021-05240-0","title":"CPAP Is Not Needed in Every Sleep Apnea Patient Awaiting Bariatric Surgery","year":2021,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Centre de Géomatique du Québec; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Obstructive sleep apnea; Body mass index; Surgery; Incidence (geometry); Diabetes mellitus; Sleep apnea; Obesity; Apnea; Anesthesia; 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":[0.0004778185,0.0002920648,0.0007380806,0.0005179119,0.001061356,0.0009157721,0.0004262688,0.0017337,0.004427964],"category_scores_gemma":[0.006257822,0.0001709735,0.0004423898,0.0003161643,0.0003764066,0.001167514,0.0004215418,0.001938733,0.001110206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003612028,"about_ca_system_score_gemma":0.00106691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378009,"about_ca_topic_score_gemma":0.003477378,"domain_scores_codex":[0.9996272,0.00005896984,0.00005880115,0.00004169291,0.0001158766,0.00009756664],"domain_scores_gemma":[0.9979189,0.0006225443,0.00032646,0.00009549916,0.0003539913,0.0006826076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002814698,0.0008588117,0.5277541,0.0007629755,0.000322073,0.03625468,0.0005225742,0.0003396886,0.007314,0.0009546002,0.07283222,0.3492695],"study_design_scores_gemma":[0.0003732475,0.003204958,0.7899922,0.002819866,0.0004394828,0.1034427,0.004081189,0.001243528,0.004707071,0.004059962,0.08547976,0.0001560428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7932363,0.04610186,0.002488954,0.06798433,0.008793379,0.0001646644,0.0007967186,0.0003103008,0.08012351],"genre_scores_gemma":[0.9504198,0.01696863,0.004360458,0.01802803,0.004498078,0.0001104532,0.0006041221,0.00005610809,0.004954346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004427964,"threshold_uncertainty_score":0.01481301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02912819021203931,"score_gpt":0.264388099555291,"score_spread":0.2352599093432517,"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."}}