{"id":"W6889144964","doi":"10.25417/uic.22730516","title":"The future treatment for type 1 diabetes: Pig islet- or stem cell-derived β cells?","year":2023,"lang":"en","type":"article","venue":"University of Illinois Chicago","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Xenotransplantation; Allotransplantation; Induced pluripotent stem cell; Islet; Stem cell; Transplantation; Economic shortage; Type 1 diabetes","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009361966,0.0001255639,0.0002617016,0.00007365824,0.0002717762,0.000007960902,0.0001070362,0.00009547182,0.0001497096],"category_scores_gemma":[0.00001523836,0.00008117181,0.0001508824,0.0002834734,0.00009956241,0.00003063424,0.00002890126,0.00006623355,0.0001373301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006904997,"about_ca_system_score_gemma":0.0001166838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001338725,"about_ca_topic_score_gemma":0.00001661288,"domain_scores_codex":[0.9993008,0.0000306401,0.000109294,0.0001897946,0.0001348198,0.0002346205],"domain_scores_gemma":[0.9990586,0.0003433191,0.00007965248,0.0002777252,0.0001299147,0.0001108002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007950169,0.001344879,0.01030925,0.001124904,0.002019981,0.0001487015,0.01127031,0.0002211465,0.4254799,0.0007725602,0.4394243,0.09993397],"study_design_scores_gemma":[0.005215955,0.001928774,0.002889215,0.00006563983,0.0004348104,0.000001050256,0.01414146,0.001653358,0.09474704,0.00003204745,0.8786927,0.000197916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940983,0.0003264206,0.00004315123,0.002223083,0.0004579709,0.000466738,0.00005872332,0.0001196985,0.002205904],"genre_scores_gemma":[0.8744504,0.005017251,0.001054643,0.0004406471,0.0005072503,0.000003837189,0.0001799563,0.00003958725,0.1183064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4392685,"threshold_uncertainty_score":0.331009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588592876941764,"score_gpt":0.2314258759140956,"score_spread":0.2055399471446779,"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."}}