{"id":"W2583055565","doi":"10.1016/j.soard.2017.01.031","title":"Trends in utilization of bariatric surgery, 2010-2014: sleeve gastrectomy dominates","year":2017,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":213,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Sleeve gastrectomy; Body mass index; Surgery; Adjustable gastric band; Gastric bypass; Obesity; Gastrectomy; Weight loss; Internal medicine; Cancer","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":[0.0006575616,0.0002247109,0.000883782,0.0008152811,0.0002902078,0.00003941837,0.00008119881,0.000239101,0.000351843],"category_scores_gemma":[0.001312728,0.000187496,0.0005631018,0.0002829597,0.0001854774,0.0002920939,0.00005190621,0.0001321596,0.000006742374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002797799,"about_ca_system_score_gemma":0.0001614424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002108215,"about_ca_topic_score_gemma":0.00001442745,"domain_scores_codex":[0.9984077,0.00008804719,0.0006122103,0.0003572894,0.0001862753,0.0003485004],"domain_scores_gemma":[0.9969065,0.001902753,0.0004233631,0.0004335716,0.0001123049,0.0002214862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006712264,0.0004267855,0.9627171,0.0002876181,0.000117342,0.00005317645,0.00005004196,0.000003528665,0.00001664433,0.0001306311,0.0084404,0.02708554],"study_design_scores_gemma":[0.001000202,0.00003244606,0.9961974,0.0001970176,0.0004625203,0.0000252901,0.00004538632,0.0001956619,0.0004145844,0.0007895221,0.000442239,0.0001977259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992853,0.004369884,0.00001525711,0.0008078306,0.001128649,0.000259836,0.0001051822,0.00005515097,0.0004052446],"genre_scores_gemma":[0.9964827,0.001854722,0.00002420704,0.00003246512,0.00008804509,0.00002173738,0.0002922605,0.00002314696,0.001180662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03348034,"threshold_uncertainty_score":0.7645864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02726834854902461,"score_gpt":0.2785888720944101,"score_spread":0.2513205235453855,"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."}}