{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001362426,0.0003430257,0.001079582,0.0009696734,0.0001671192,0.00007820618,0.0001111125,0.0002645327,0.001354061],"category_scores_gemma":[0.003274343,0.0003665695,0.0005899678,0.002081266,0.00010032,0.0002764152,0.0002900203,0.0007112148,0.0003366732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004221561,"about_ca_system_score_gemma":0.0004418051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005122265,"about_ca_topic_score_gemma":0.00004689335,"domain_scores_codex":[0.9956511,0.0004512327,0.0009184275,0.000808297,0.001145002,0.001025984],"domain_scores_gemma":[0.9949439,0.003197819,0.0002006542,0.0007711456,0.0004791664,0.0004072959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002207788,0.0006526865,0.931168,0.0003040729,0.0001329177,0.002816304,0.0003795543,0.000006275958,0.00430824,0.00002500341,0.004557755,0.05542843],"study_design_scores_gemma":[0.0007545992,0.00003360772,0.9089303,0.0001950316,0.00009550978,0.0002536341,0.001564921,0.001342586,0.08387862,0.00006082773,0.002308535,0.0005818477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937849,0.0006156877,0.00007658142,0.002415019,0.0009422629,0.0003175504,0.0000275777,0.0001049499,0.001715493],"genre_scores_gemma":[0.9969466,0.00007172363,0.0002483431,0.001885933,0.0003475793,0.00003477328,0.0001028785,0.00006772757,0.0002944593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07957038,"threshold_uncertainty_score":0.9998786,"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."}}