{"id":"W3190323073","doi":"10.1002/sctm.21-0161","title":"Process Parameter Development for the Scaled Generation of Stem Cell-Derived Pancreatic Endocrine Cells","year":2021,"lang":"en","type":"article","venue":"Stem Cells Translational Medicine","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Induced pluripotent stem cell; Stem cell; Progenitor cell; Diabetes mellitus; Medicine; Islet cell transplantation; Transplantation; Type 1 diabetes; Bioinformatics; Biology; Immunology; Internal medicine; Cell biology; Endocrinology; Embryonic stem cell","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":[],"consensus_categories":[],"category_scores_codex":[0.0003126673,0.0002291767,0.0005524056,0.00008909737,0.0001356909,0.000008686801,0.00008051803,0.00007446702,0.0004697425],"category_scores_gemma":[0.00002067014,0.0001481835,0.0001203235,0.000280094,0.0001295119,0.00005792515,0.000007539744,0.0001160887,0.00001294053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003252025,"about_ca_system_score_gemma":0.000399566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004510328,"about_ca_topic_score_gemma":0.000003828929,"domain_scores_codex":[0.9979974,0.00006499366,0.0007417296,0.000340724,0.0006004905,0.0002546696],"domain_scores_gemma":[0.9977701,0.001094645,0.0001869759,0.0002659047,0.0005413679,0.0001410153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003034819,0.0002312394,0.00129081,0.001227778,0.0002823577,0.00001016073,0.001784509,0.0005279572,0.978631,0.00009634565,0.000966338,0.01464804],"study_design_scores_gemma":[0.004944008,0.0002281878,0.001689802,0.0002931775,0.0005689649,0.00001647431,0.0008595529,0.006419461,0.9805875,0.00004713884,0.004192912,0.0001528669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595394,0.004738927,0.02878798,0.003195348,0.0007044097,0.001540361,0.00003843013,0.00005183806,0.001403382],"genre_scores_gemma":[0.9911385,0.000142462,0.003926745,0.0005913207,0.0003663962,0.0002021653,0.0002035221,0.0000301754,0.003398742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03159915,"threshold_uncertainty_score":0.6042749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04719069417852118,"score_gpt":0.2739573157734865,"score_spread":0.2267666215949653,"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."}}