{"id":"W2413813442","doi":"10.1097/aco.0000000000000267","title":"Preoxygenation and intraoperative ventilation strategies in obese patients","year":2015,"lang":"en","type":"review","venue":"Current Opinion in Anaesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Ventilation (architecture); Intensive care medicine; MEDLINE; Anesthesia","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":[],"consensus_categories":[],"category_scores_codex":[0.0003652208,0.0002870196,0.001112033,0.0005852248,0.00001893028,0.00001765736,0.00007897051,0.0003577055,0.00002092644],"category_scores_gemma":[0.00007965011,0.0002273366,0.00008088858,0.0002720366,0.00006190238,0.0001437206,0.00004471075,0.0004256554,0.0000238952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870654,"about_ca_system_score_gemma":0.0005792921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005545806,"about_ca_topic_score_gemma":0.000009349461,"domain_scores_codex":[0.9982232,0.0002980377,0.0006772032,0.000420036,0.0001531461,0.000228305],"domain_scores_gemma":[0.9993503,0.00003262276,0.0002295633,0.0001818347,0.0001032969,0.0001023973],"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":[0.00003140167,0.0001451484,0.005274268,0.005464026,0.000008587439,0.000002815777,0.0002004388,6.501319e-7,2.099074e-7,0.0005918058,0.0001929498,0.9880877],"study_design_scores_gemma":[0.001021424,0.001075403,0.009410446,0.0110917,0.00004878499,0.000006993178,0.0001040212,0.00001738938,5.454526e-7,0.0006497151,0.9763354,0.0002381625],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01085093,0.9862143,0.00001081018,0.000008734495,0.001522178,0.00128137,0.000009788212,0.00001771072,0.00008421828],"genre_scores_gemma":[0.0008919022,0.9977108,0.00004431746,0.000008702214,0.0001443239,0.0001738212,0.0009930858,0.00002374687,0.000009250973],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9878495,"threshold_uncertainty_score":0.9270515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1403000711200041,"score_gpt":0.4321641520920997,"score_spread":0.2918640809720955,"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."}}