{"id":"W4413350691","doi":"10.1007/s00464-025-12047-y","title":"Impact of socioeconomic status and urbanicity on healthcare utilization following bariatric surgery: a Canadian population-based cohort study","year":2025,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Manitoba Health; St. Boniface Hospital","funders":"","keywords":"Socioeconomic status; Cohort; Medicine; Health care; Cohort study; Environmental health; Population; Gerontology; Demography; Internal medicine; Economic growth; Economics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001115589,0.0007929939,0.0007386897,0.001970105,0.003572,0.002014518,0.002325491,0.001357314,0.002849513],"category_scores_gemma":[0.002481516,0.0007862216,0.002061697,0.005630236,0.0009289362,0.0008386077,0.001573959,0.001739699,0.0002846577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01596096,"about_ca_system_score_gemma":0.02094576,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818035,"about_ca_topic_score_gemma":0.9886222,"domain_scores_codex":[0.9985359,0.0001101507,0.00008356153,0.000261617,0.0003637676,0.0006450373],"domain_scores_gemma":[0.9977618,0.0001069958,0.0004523768,0.0001402358,0.000829161,0.0007094199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001085484,0.00005857048,0.9972484,0.00001721181,0.0002094276,0.0000803241,0.00035802,0.00005641313,0.0000737646,0.0000890659,0.0007624188,0.0009379056],"study_design_scores_gemma":[0.000006743195,0.00001593909,0.9987649,0.00001468497,0.00004639127,0.00004064399,0.0006249499,0.0001504996,0.00001035063,0.00002103373,0.0002912097,0.00001274144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921826,0.0007878697,0.00009561938,0.0004191194,0.00002741436,0.00003938793,0.004735557,0.00001027597,0.001702115],"genre_scores_gemma":[0.9972444,0.0003618799,0.0001202064,0.00009893184,0.00001201349,0.00001595387,0.001615147,0.000005786909,0.0005258085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01819646,"threshold_uncertainty_score":0.1158054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02250037276434375,"score_gpt":0.3332175948230833,"score_spread":0.3107172220587395,"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."}}