{"id":"W4409781969","doi":"10.2337/db25-0037","title":"Advances in Cell Replacement Therapies for Diabetes","year":2025,"lang":"en","type":"review","venue":"Diabetes","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; National Institute of Allergy and Infectious Diseases; Diabetes Research Institute Foundation","keywords":"Diabetes mellitus; Medicine; Intensive care medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003990804,0.0005347465,0.002556182,0.0005385302,0.00006307822,0.00003684115,0.0001712625,0.0002944818,0.0001592737],"category_scores_gemma":[0.0005120077,0.0004012353,0.0006337127,0.0004880918,0.0000724,0.0001016967,0.00005497719,0.0002577772,0.00004664158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444764,"about_ca_system_score_gemma":0.0003200177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.838291e-7,"about_ca_topic_score_gemma":4.120524e-7,"domain_scores_codex":[0.9977248,0.0001032122,0.0007515267,0.0006080551,0.0002074531,0.0006049537],"domain_scores_gemma":[0.9972677,0.001729679,0.0002666715,0.0005401264,0.00008292723,0.0001128428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000148403,0.0002133216,0.002447685,0.1173912,0.000167912,8.956414e-7,0.00003079148,3.044887e-7,0.00002081115,0.00009207482,0.003639059,0.8759811],"study_design_scores_gemma":[0.001041783,0.0003166147,0.00001342617,0.02856355,0.001001321,1.200606e-7,0.0000316619,0.00001630017,0.0004892203,0.000204296,0.9679784,0.0003433596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000530857,0.9844776,0.000006348082,0.00008730978,0.000532295,0.00227347,0.0001014364,0.0001065088,0.01188422],"genre_scores_gemma":[0.00004681037,0.9910473,0.0005518451,0.0005708472,0.0001967561,0.002317275,0.0004895766,0.00005749462,0.004722085],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9643393,"threshold_uncertainty_score":0.999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164161605640574,"score_gpt":0.3186136359163227,"score_spread":0.296972019859917,"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."}}