{"id":"W4401075069","doi":"10.1101/cshperspect.a041624","title":"Advances in Islet Transplantation and the Future of Stem Cell–Derived Islets to Treat Diabetes","year":2024,"lang":"en","type":"review","venue":"Cold Spring Harbor Perspectives in Medicine","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McGill University; University of British Columbia","funders":"Breakthrough T1D Canada","keywords":"Library science; Columbia university; Transplantation; Gerontology; Islet; Diabetes mellitus; Medicine; Media studies; Sociology; Internal medicine; Computer science; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005860575,0.0004159346,0.002206389,0.0007088917,0.00003179218,0.00001160551,0.0001387873,0.0001799049,0.00003596681],"category_scores_gemma":[0.00008687261,0.0002369487,0.0001659645,0.0008180758,0.000349484,0.0000689138,0.00003395662,0.0005486097,0.000007539051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000215097,"about_ca_system_score_gemma":0.0001093813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915679,"about_ca_topic_score_gemma":0.000007255997,"domain_scores_codex":[0.9979955,0.0001980654,0.000669724,0.0005512908,0.0003074159,0.0002780248],"domain_scores_gemma":[0.9986949,0.0006216934,0.000168316,0.0003400221,0.00006114505,0.0001139236],"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":[0.001571018,0.0007221048,0.001187449,0.3547398,0.0006732821,0.0005411347,0.05132825,0.00001346453,0.008420178,0.04312127,0.000681589,0.5370004],"study_design_scores_gemma":[0.01951962,0.001641878,0.001804242,0.2494385,0.01034443,0.00001810724,0.02019453,0.00015011,0.001682028,0.0001470845,0.6937866,0.001272945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01628768,0.9792283,0.00001445359,0.0008940154,0.0003700546,0.001478777,0.00001661471,0.00003931054,0.001670822],"genre_scores_gemma":[0.02353491,0.9753277,0.00008912401,0.0001131612,0.0004965573,0.0002474103,0.000004003284,0.00004817949,0.000138985],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.693105,"threshold_uncertainty_score":0.9662486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616010629662017,"score_gpt":0.3006966359195023,"score_spread":0.2845365296228821,"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."}}