{"id":"W4220722648","doi":"10.1111/dme.14827","title":"Duodenal‐jejunal bypass liner for the treatment of type 2 diabetes and obesity: 3‐year outcomes in the First National Health Service (NHS) EndoBarrier Service","year":2022,"lang":"en","type":"letter","venue":"Diabetic Medicine","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Obesity; Type 2 diabetes; Service (business); Gastric bypass; Diabetes mellitus; Obesity Surgery; National Service Framework; Internal medicine; Intensive care medicine; General surgery; Family medicine; Gerontology; Weight loss; Endocrinology","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":[0.001478613,0.0004734772,0.001502326,0.0003073426,0.0002624898,0.00001604222,0.0003490314,0.0002718741,0.0007106735],"category_scores_gemma":[0.0004856304,0.0002344587,0.000183719,0.0008325275,0.0001389376,0.00003773517,0.00006307678,0.0007660445,0.000006571799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002204431,"about_ca_system_score_gemma":0.0004664554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004438978,"about_ca_topic_score_gemma":0.0001875407,"domain_scores_codex":[0.9967145,0.0002529008,0.0008361777,0.0004826064,0.001149693,0.0005641707],"domain_scores_gemma":[0.9917431,0.006795156,0.0004007314,0.0006026659,0.0003558822,0.0001024873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001952899,0.0004345984,0.3437192,0.00243764,0.001133109,0.00005253687,0.006626426,0.00001669855,0.000003582024,0.0001219548,0.6441698,0.00108917],"study_design_scores_gemma":[0.004711264,0.001379702,0.1238399,0.0002780914,0.0007940948,0.00001639034,0.0007924231,0.0003098726,0.00000702437,0.0002093201,0.8674206,0.0002412991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06973759,0.006284853,0.000003247693,0.92057,0.001121648,0.001887542,0.0001754532,0.00002522583,0.0001944307],"genre_scores_gemma":[0.02778197,0.001521989,0.00006696222,0.9645075,0.003290148,0.0005569264,0.001094013,0.00007410915,0.001106382],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2232508,"threshold_uncertainty_score":0.956095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03414792268110987,"score_gpt":0.2912924738805542,"score_spread":0.2571445511994443,"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."}}