{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005092295,0.0007603832,0.001269909,0.001652484,0.0001974482,0.0007078187,0.0007662186,0.0008925557,0.002663213],"category_scores_gemma":[0.001849412,0.0001923654,0.0009301982,0.001002789,0.0002532394,0.0009937093,0.0004763753,0.0007962901,0.0004600936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003013745,"about_ca_system_score_gemma":0.001103653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007656738,"about_ca_topic_score_gemma":0.001294252,"domain_scores_codex":[0.9997323,0.00005586488,0.00008270462,0.00004151034,0.00006715547,0.00002045116],"domain_scores_gemma":[0.9993741,0.0003703217,0.0001530032,0.000007691938,0.00007041184,0.00002454215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001916338,0.00008539586,0.000912234,0.121915,0.0004739784,0.0004308751,0.0001069826,0.0003136486,0.0007129268,0.0008178881,0.01378837,0.860251],"study_design_scores_gemma":[0.000186982,0.0007586969,0.01449328,0.1713075,0.003819079,0.0143369,0.0005570655,0.0005042976,0.001317964,0.002940055,0.7896807,0.00009744616],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001409636,0.9995198,0.00002476992,0.0001038964,0.00006748836,0.000002818741,0.000006553831,0.000001590477,0.0001321086],"genre_scores_gemma":[0.0008425486,0.9988311,0.00006775025,0.00009102051,0.0001020306,0.00000521419,0.00001191692,5.366836e-7,0.00004789674],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002663213,"threshold_uncertainty_score":0.008909404,"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."}}