{"id":"W4412557155","doi":"10.2147/ceor.s527169","title":"Cost-Utility Analysis of Metabolic Bariatric Surgery for Individuals with Obesity in Saudi Arabia","year":2025,"lang":"en","type":"article","venue":"ClinicoEconomics and Outcomes Research","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Technology Assessment international; Mahidol University; Prince Sattam bin Abdulaziz University","keywords":"Medicine; Obesity; Obesity Surgery; Bioinformatics; Metabolic syndrome; General surgery; Weight loss; Pathology; Gastric bypass; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00358553,0.0008022854,0.0008155715,0.001024088,0.0002651956,0.001145279,0.0008702501,0.0007259221,0.003381521],"category_scores_gemma":[0.00901739,0.0003893668,0.001842849,0.0007220302,0.0003702632,0.0006790131,0.0008821877,0.0008429259,0.0001307522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005096292,"about_ca_system_score_gemma":0.003240915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04333862,"about_ca_topic_score_gemma":0.02286586,"domain_scores_codex":[0.9989001,0.0007726047,0.00003915794,0.00008432921,0.00009301948,0.0001108481],"domain_scores_gemma":[0.9950082,0.00392114,0.000433819,0.0001083997,0.0003462081,0.0001822364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001503506,0.0001431165,0.03079069,0.0003855929,0.0007555718,0.000303444,0.00008257677,0.9512718,0.0003157564,0.004092247,0.001000805,0.009354801],"study_design_scores_gemma":[0.000245233,0.000696004,0.01358429,0.0002126691,0.0007286562,0.0002582196,0.0002129557,0.9798678,0.000286405,0.002873675,0.000994186,0.00004001899],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972072,0.003697766,0.01398,0.001479029,0.00004536715,0.0003458817,0.003828071,0.0000510024,0.004500794],"genre_scores_gemma":[0.9959143,0.0005332683,0.002272571,0.00006098285,0.000007774726,0.00008353024,0.0006982352,0.000004886066,0.0004245272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04333862,"threshold_uncertainty_score":0.08617276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119858657195093,"score_gpt":0.4296452586689004,"score_spread":0.3176593929493911,"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."}}