{"id":"W4283824325","doi":"10.3389/ti.2022.10335","title":"Estimation of Early Graft Function Using the BETA-2 Score Following Clinical Islet Transplantation","year":2022,"lang":"en","type":"article","venue":"Transplant International","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; Alberta Health Services","funders":"University of Alberta; Alberta Health Services","keywords":"Medicine; Islet; Transplantation; Internal medicine; Cohort; Diabetes mellitus; Gastroenterology; Surgery; Insulin; 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":[0.0005020596,0.0001014252,0.0001985778,0.0001238498,0.0001578209,0.00001301911,0.0001090962,0.0000414344,0.0005752227],"category_scores_gemma":[0.00001956331,0.00007996918,0.0002447746,0.000146786,0.00004527449,0.0001156762,0.000009077297,0.0002277819,0.000007162426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004542901,"about_ca_system_score_gemma":0.00007800181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007754163,"about_ca_topic_score_gemma":0.000002003451,"domain_scores_codex":[0.9985659,0.0001048487,0.0004633903,0.0001778945,0.0005731354,0.0001148031],"domain_scores_gemma":[0.9994477,0.0001996146,0.0001339138,0.0001262394,0.000048549,0.0000439632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009067021,0.001268698,0.8543559,0.0003096401,0.003041697,0.0001799309,0.004252686,0.03333222,0.05830862,0.01341418,0.0009127564,0.02155667],"study_design_scores_gemma":[0.01352225,0.002353895,0.7299293,0.0005834351,0.005524528,0.0007522294,0.0007228318,0.2282085,0.01318098,0.001595213,0.003038255,0.0005885818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648347,0.00007059341,0.03148218,0.0004339417,0.001419796,0.0002373408,0.0001325968,0.00004144441,0.001347375],"genre_scores_gemma":[0.9981301,0.000025921,0.0005571771,0.0003961217,0.0001397353,0.00002632093,0.0005315566,0.00001277787,0.000180282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1948763,"threshold_uncertainty_score":0.6298286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05982142340411344,"score_gpt":0.3328726419178456,"score_spread":0.2730512185137322,"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."}}