{"id":"W4375856129","doi":"10.1111/obr.13572","title":"Duodenal–jejunal bypass liners are superior to optimal medical management in ameliorating metabolic dysfunction: A systematic review and meta‐analysis","year":2023,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; University of Alberta","funders":"","keywords":"Medicine; Meta-analysis; Glycated hemoglobin; Anthropometry; Body mass index; Obesity; Incidence (geometry); Internal medicine; Inclusion and exclusion criteria; Weight loss; Web of science; MEDLINE; Diabetes mellitus; Surgery; Type 2 diabetes; Endocrinology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009090727,0.002159917,0.01644287,0.003608049,0.0004837817,0.003016184,0.001701619,0.001898498,0.003641659],"category_scores_gemma":[0.02034216,0.001205295,0.02804687,0.004077855,0.0006439031,0.001337725,0.00106095,0.001768796,0.0002910344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001835111,"about_ca_system_score_gemma":0.002708305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005634875,"about_ca_topic_score_gemma":0.01240104,"domain_scores_codex":[0.9946985,0.002626307,0.001480162,0.0005329406,0.0004780831,0.0001839134],"domain_scores_gemma":[0.9888231,0.008264848,0.001741176,0.0002733228,0.0007256401,0.0001719445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003282716,0.00004200456,0.002093311,0.4394462,0.5410448,0.00009038164,0.00007290515,0.0003658841,0.0002321924,0.0001133015,0.0004521029,0.01276428],"study_design_scores_gemma":[0.0008008915,0.0003554775,0.00295895,0.03118407,0.9627166,0.00005748576,0.00004461158,0.0001365011,0.0001151961,0.0001450098,0.001465493,0.00001972631],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005256755,0.9935906,0.0002380637,0.0001734656,0.0001262373,0.0001632064,0.000246881,0.00001443586,0.0001903887],"genre_scores_gemma":[0.1756025,0.8203166,0.001338004,0.0009224011,0.0003208944,0.0006752132,0.0005182688,0.0000254319,0.0002806167],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01644287,"threshold_uncertainty_score":0.04807693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050547846790627,"score_gpt":0.3779761329001919,"score_spread":0.2729213482211292,"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."}}