{"id":"W4362550172","doi":"10.1007/s00464-023-10029-6","title":"A 5-year characterization of trends and outcomes in elderly patients undergoing elective bariatric surgery","year":2023,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; Health Sciences Centre; University of Alberta","funders":"","keywords":"Medicine; Sleeve gastrectomy; Obesity; Diabetes mellitus; Cohort; Surgery; American society of anesthesiologists; Logistic regression; Elective surgery; Population; Abdominal surgery; Body mass index; Internal medicine; Weight loss; Gastric bypass","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":[0.0003430703,0.0001535955,0.0006210441,0.0008771779,0.00003686582,0.00001063039,0.00003586555,0.0001197359,0.0001465455],"category_scores_gemma":[0.0003204761,0.000126401,0.0001462302,0.001709306,0.0000372037,0.0001198516,0.00003714395,0.000153281,0.00001567292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004112167,"about_ca_system_score_gemma":0.00009443424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003762077,"about_ca_topic_score_gemma":0.000007599712,"domain_scores_codex":[0.9986225,0.0001051498,0.0004490335,0.0002616294,0.0002620465,0.0002996277],"domain_scores_gemma":[0.9983038,0.001275306,0.0001235606,0.0001387648,0.00005381055,0.0001047548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004089273,0.0001377964,0.9916287,0.00005459176,0.00004280319,0.00005415021,0.0001044404,5.677117e-7,0.000154892,0.000203516,0.00005079126,0.007158808],"study_design_scores_gemma":[0.004513253,0.0001460211,0.9942402,0.00004233705,0.0000382402,0.000004134094,0.00002706233,0.00003254569,0.0004744678,0.00006654469,0.000306573,0.0001086422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983294,0.00002584953,0.000004110512,0.0004416756,0.000282692,0.0001355939,0.00001571484,0.00007538825,0.0006895728],"genre_scores_gemma":[0.9988705,0.0002309408,0.00002759969,0.00004422625,0.00005170466,0.00001407815,0.0001683086,0.00001962908,0.0005729913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007050166,"threshold_uncertainty_score":0.5154483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397378408952277,"score_gpt":0.2677145593103771,"score_spread":0.2537407752208543,"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."}}