{"id":"W3026019054","doi":"10.7939/r3k35mw3m","title":"Strategies to Augment Survival and Engraftment in Islet Transplantation","year":2018,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Augment; Islet; Transplantation; Medicine; Intensive care medicine; Immunology; Internal medicine; Insulin; Philosophy","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":[0.00002057724,0.00004402573,0.0001006273,0.00008775884,0.00002169719,0.000005036458,0.00002579099,0.00002497814,0.0005746969],"category_scores_gemma":[0.000003643934,0.00004505829,0.00001517922,0.00008413557,0.00004922618,0.0001902232,0.00001404842,0.00002463515,0.00001827555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007559239,"about_ca_system_score_gemma":0.00004260182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000593867,"about_ca_topic_score_gemma":0.0001507812,"domain_scores_codex":[0.9997193,0.00001627046,0.00005007978,0.00009071259,0.00005788877,0.00006572052],"domain_scores_gemma":[0.9998006,0.00005620659,0.00001383051,0.00005944624,0.00000804499,0.00006190137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009978045,0.001210421,0.7058333,0.001087488,0.0004834709,0.0002348377,0.1230881,0.00004654498,0.04007167,0.07575321,0.0344267,0.007786175],"study_design_scores_gemma":[0.007027922,0.001976841,0.8654199,0.0003869085,0.0001741422,0.000010583,0.02802909,0.0003873272,0.03435191,0.000504811,0.06145464,0.0002759316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9053887,0.00001670686,0.00007940205,0.00152401,0.00003313515,0.0000969719,0.000002078114,0.00001027056,0.09284875],"genre_scores_gemma":[0.9950957,0.00006278062,0.001079404,0.0001749872,0.00002014664,9.828226e-8,0.00002466979,0.000003070994,0.003539142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1595865,"threshold_uncertainty_score":0.6292527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008817771100871546,"score_gpt":0.1992576192644241,"score_spread":0.1904398481635526,"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."}}