{"id":"W4414160108","doi":"10.1007/s11695-025-08175-y","title":"Enhanced Recovery After Surgery Reduces Complications and Length of Stay in Metabolic and Bariatric Surgery: A 1,800-Patient Middle Eastern Study","year":2025,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Middle East; Protocol (science); Blood loss; Middle age; Obesity; MEDLINE","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001710513,0.0004402169,0.001932911,0.002038932,0.0001048274,0.00005683964,0.0000835578,0.0001959487,0.00003999864],"category_scores_gemma":[0.001062044,0.0004350395,0.0003729566,0.001539586,0.0001773297,0.0004014401,0.0002101854,0.0003321913,0.000009014877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008892462,"about_ca_system_score_gemma":0.000506592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000411161,"about_ca_topic_score_gemma":0.0002620126,"domain_scores_codex":[0.9961248,0.000535373,0.0014493,0.0008851473,0.0004279595,0.000577443],"domain_scores_gemma":[0.9931095,0.005273943,0.0004262432,0.0007460389,0.0002222594,0.0002220347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008047583,0.001638292,0.9613605,0.0004097257,0.000309229,0.00006149685,0.0005557512,0.000002825507,0.0009367711,0.000007195769,0.0006213891,0.03329204],"study_design_scores_gemma":[0.0003649557,0.00005793987,0.9888853,0.0009224719,0.0002161028,0.000016052,0.0005554118,0.00002453752,0.008103729,0.00006982261,0.0004281519,0.0003555378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895702,0.007781047,0.0001262049,0.0002901811,0.0008070539,0.0009341658,0.000043982,0.00007565409,0.0003715127],"genre_scores_gemma":[0.9962468,0.002582272,0.000129557,0.0003207919,0.0000542852,0.0002807428,0.00003578032,0.00004176524,0.0003080624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0329365,"threshold_uncertainty_score":0.9998102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063550644935559,"score_gpt":0.2500687200196441,"score_spread":0.2294332135702885,"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."}}