{"id":"W2098171242","doi":"10.1213/ane.0b013e3182a823f4","title":"Selection of Obese Patients Undergoing Ambulatory Surgery","year":2013,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Ambulatory; Perioperative; Body mass index; Comorbidity; Surgery; Population; Retrospective cohort study; Obesity; Prospective cohort study; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002321522,0.0001580639,0.0004401775,0.000254958,0.00006473267,0.00001343117,0.00005325155,0.0001225052,0.0005852107],"category_scores_gemma":[0.0001260543,0.0001352025,0.0002295767,0.0004513565,0.0000440799,0.000189657,0.000009137804,0.0001192909,0.000148385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004966878,"about_ca_system_score_gemma":0.0001605987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001870577,"about_ca_topic_score_gemma":0.000008930893,"domain_scores_codex":[0.9987487,0.00007930154,0.0004049065,0.0002120204,0.0002904867,0.0002645983],"domain_scores_gemma":[0.99884,0.0004330998,0.0001745258,0.0002181466,0.0001996527,0.0001346201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004024056,0.0001589886,0.9877111,0.0001203058,0.00006043147,0.00002163535,0.00004283594,0.000001634313,0.0001718571,0.0001393066,0.006931975,0.00459974],"study_design_scores_gemma":[0.0003497594,0.00009055005,0.9969146,0.00009931823,0.00009402986,0.00008451747,0.00004091792,0.00006122679,0.001236381,0.0001621429,0.0007345057,0.0001320151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983047,0.0001837888,0.00001513492,0.0006874146,0.00005948281,0.000217275,1.49284e-7,0.00007060741,0.0004615041],"genre_scores_gemma":[0.9983928,0.00009060712,0.0001830834,0.0007898741,0.00009384609,0.00001352063,0.00001644328,0.0000253052,0.0003944703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009203586,"threshold_uncertainty_score":0.6407647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123563087774686,"score_gpt":0.2235502690435954,"score_spread":0.2111939602661268,"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."}}