{"id":"W3154516753","doi":"10.1213/ane.0000000000005352","title":"Obesity and Obesity Hypoventilation, Sleep Hypoventilation, and Postoperative Respiratory Failure","year":2021,"lang":"en","type":"review","venue":"Anesthesia & Analgesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Obesity hypoventilation syndrome; Hypoventilation; Pacu; Anesthesia; Hypercapnia; Obstructive sleep apnea; Nasal cannula; Hypoxemia; Intensive care medicine; Surgery; Cannula; Internal medicine; Respiratory system; Acidosis","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":[0.0005842285,0.0009276854,0.001504772,0.004114337,0.0003450398,0.0009814383,0.0009102686,0.0009797553,0.003597776],"category_scores_gemma":[0.001558859,0.0002834947,0.0009437834,0.003947658,0.0004709909,0.00108131,0.0006733413,0.001640427,0.0009677536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006278238,"about_ca_system_score_gemma":0.001662995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002829895,"about_ca_topic_score_gemma":0.004371587,"domain_scores_codex":[0.9996812,0.00005073699,0.00007190613,0.0000457993,0.0001192951,0.00003108295],"domain_scores_gemma":[0.9992099,0.0003587925,0.000180513,0.00001470504,0.0001800987,0.00005599769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008794681,0.00008845115,0.0009930838,0.03757128,0.000268617,0.0002146028,0.00007570709,0.0002430901,0.0003289928,0.001459069,0.04141543,0.9172537],"study_design_scores_gemma":[0.00006578869,0.0001866729,0.01203343,0.05057378,0.001325558,0.005146268,0.000207913,0.0002528566,0.0002337502,0.003276723,0.9266376,0.00005966707],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004507497,0.999503,0.00001288187,0.0001132695,0.0001083215,0.00000179487,0.000006914383,0.000001801918,0.0002068568],"genre_scores_gemma":[0.0004185735,0.9991925,0.00003189015,0.00007838556,0.0001261978,0.000003097824,0.00001716343,4.719791e-7,0.0001317492],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004114337,"threshold_uncertainty_score":0.01203573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322231391333848,"score_gpt":0.3211276566210317,"score_spread":0.2879053427076932,"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."}}