{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165758,0.0002931003,0.0003709133,0.0009717673,0.0001685555,0.0007692578,0.0002655851,0.0003210063,0.0007789514],"category_scores_gemma":[0.002594956,0.00009059232,0.0002424242,0.0005485857,0.0002731143,0.0005947409,0.0004368492,0.0005721464,0.0002766697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000188146,"about_ca_system_score_gemma":0.0001320007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005071991,"about_ca_topic_score_gemma":0.0007501453,"domain_scores_codex":[0.9995487,0.00013085,0.00004558147,0.00006537756,0.0001149526,0.00009438262],"domain_scores_gemma":[0.9980002,0.0004347187,0.0009453638,0.00008158686,0.0001656417,0.0003724807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004268082,0.00004368055,0.993661,0.000008751127,0.00002968554,0.00006514946,0.0000439826,0.0001049607,0.0008941942,0.00001190705,0.00004279783,0.00466699],"study_design_scores_gemma":[0.000005813195,0.0004514432,0.9982427,0.000006362676,0.00001656842,0.0002312093,0.00008580443,0.0003328167,0.0004878161,0.00003403749,0.00009958739,0.000005848757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990652,0.0002791939,0.0002003369,0.00001184649,0.000005159672,0.000005584483,0.0000514862,0.000003800761,0.0003774501],"genre_scores_gemma":[0.9994605,0.0001083708,0.0001213333,0.000008888906,0.000009536676,0.000005043402,0.0001361662,0.000002047392,0.0001481087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001165758,"threshold_uncertainty_score":0.006165206,"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."}}