{"id":"W4308930021","doi":"10.1016/j.eclinm.2022.101725","title":"Gastric bypass versus best medical treatment for diabetic kidney disease: 5 years follow up of a single-centre open label randomised controlled trial","year":2022,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Medicinska Forskningsrådet; Vetenskapsrådet; Science Foundation Ireland; Foreign and Commonwealth Office; Medical Research Council; Sanofi; Novo Nordisk; Health Research Board","keywords":"Medicine; Randomization; Microalbuminuria; Internal medicine; Albuminuria; Glycemic; Quality of life (healthcare); Randomized controlled trial; Diabetes mellitus; Semaglutide; Weight loss; Surgery; Type 2 diabetes; Kidney disease; Obesity; Disease; Insulin; 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002652443,0.0003312468,0.0024845,0.0002082309,0.0001666892,0.00001611951,0.0004500514,0.0001526124,0.004493985],"category_scores_gemma":[0.02335599,0.0002438367,0.0007331176,0.0005109518,0.0001960551,0.00005269649,0.0002512503,0.0003308957,0.00001721426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515164,"about_ca_system_score_gemma":0.002009893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003876118,"about_ca_topic_score_gemma":0.000006278221,"domain_scores_codex":[0.995479,0.0005378529,0.001686813,0.000598038,0.001158742,0.0005395315],"domain_scores_gemma":[0.9870148,0.01025201,0.0005603075,0.000649168,0.0001393157,0.001384426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9508751,0.007122865,0.003539523,0.00006157982,0.001346931,0.0002442129,0.0001174259,0.00000174682,0.00004285677,0.00007672429,0.0268927,0.009678303],"study_design_scores_gemma":[0.9495715,0.01285942,0.0004504703,0.0001366674,0.003746202,0.000007515774,0.0001559556,0.0004595771,0.000009702921,0.00005774221,0.03234795,0.0001972456],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9160883,0.001795426,0.0001197655,0.04409967,0.01342801,0.02243348,0.0003427737,0.0001156326,0.001576949],"genre_scores_gemma":[0.9746697,0.0002311375,0.0005437388,0.004186357,0.002422296,0.003420349,0.0007777755,0.00009680641,0.01365184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05858141,"threshold_uncertainty_score":0.996416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09508404651070884,"score_gpt":0.3673192334515017,"score_spread":0.2722351869407929,"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."}}