{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007919511,0.0008233937,0.002620419,0.0005725684,0.000437199,0.0002140566,0.0002268183,0.0007228121,0.0002920155],"category_scores_gemma":[0.0002488674,0.0007315906,0.0004920443,0.0009609776,0.0004287217,0.0003256106,0.0001868081,0.001019462,0.00007438481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002801255,"about_ca_system_score_gemma":0.000370671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003329064,"about_ca_topic_score_gemma":0.00003365416,"domain_scores_codex":[0.99556,0.0007239258,0.0009378321,0.001345177,0.0008305631,0.000602487],"domain_scores_gemma":[0.9971408,0.0002969101,0.0004437231,0.0008820686,0.000712806,0.0005237495],"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":[0.00009522872,0.0006922692,0.07092588,0.01726444,0.002037788,0.004677502,0.0004899403,8.070545e-7,0.00004116608,0.00568436,0.002214295,0.8958763],"study_design_scores_gemma":[0.0008512119,0.0003004106,0.07478168,0.004080242,0.002595955,0.003561772,0.0001655847,0.00004195665,0.00003495302,0.00008930988,0.9126726,0.0008243654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0215082,0.9757965,0.00007285996,0.0005692181,0.00003767707,0.001713629,0.00001509415,0.00008684804,0.0001999347],"genre_scores_gemma":[0.004176812,0.9927912,0.0009321018,0.0004578921,0.0003134416,0.0001151284,0.0003896027,0.0001686678,0.0006551626],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9104583,"threshold_uncertainty_score":0.9995135,"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."}}