{"id":"W4409853303","doi":"10.35630/2025/15/2.203","title":"Advances in Islet Transplantation for Type 1 Diabetes: From Conventional Methods to Stem Cell-Derived Therapies","year":2025,"lang":"en","type":"article","venue":"Archiv Euromedica","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Islet; Transplantation; Stem cell; Islet cell transplantation; Medicine; Type 1 diabetes; Type 2 diabetes; Intensive care medicine; Bioinformatics; Oncology; Internal medicine; Diabetes mellitus; Biology; Insulin; Endocrinology; Cell biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003827288,0.0008123275,0.002304966,0.005605811,0.0004050467,0.002575299,0.001046186,0.001649022,0.002708121],"category_scores_gemma":[0.005457128,0.0002947092,0.001535066,0.006189475,0.001073488,0.002653587,0.001015427,0.001452556,0.0006621479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012411,"about_ca_system_score_gemma":0.004927476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111135,"about_ca_topic_score_gemma":0.001851778,"domain_scores_codex":[0.9980927,0.0004904241,0.0004864145,0.0002004136,0.0006653712,0.00006471422],"domain_scores_gemma":[0.9939165,0.004692596,0.0006513927,0.0001067777,0.0005451946,0.0000876342],"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":[0.0001408939,0.00006749805,0.0008502969,0.3725978,0.0009998968,0.0004392272,0.0003227731,0.0003287819,0.00183965,0.004066543,0.007353245,0.6109934],"study_design_scores_gemma":[0.00009719414,0.0004401325,0.004772295,0.3405287,0.004676696,0.003157256,0.001020767,0.0002203732,0.001665854,0.007555327,0.6357793,0.00008604898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001790695,0.9989339,0.0001161286,0.000377385,0.0001250136,0.000006256889,0.00001699774,0.000003269507,0.000241964],"genre_scores_gemma":[0.001125084,0.9979729,0.0002804773,0.0003757991,0.0001636579,0.00001127882,0.00001870864,0.000001426056,0.0000506358],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005605811,"threshold_uncertainty_score":0.0202409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02417203296261224,"score_gpt":0.3361251631842754,"score_spread":0.3119531302216632,"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."}}