{"id":"W2048399630","doi":"10.1111/j.1399-3089.2009.00542.x","title":"Chapter 3: Pig islet product manufacturing and release testing","year":2009,"lang":"en","type":"article","venue":"Xenotransplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"U.S. Food and Drug Administration","keywords":"Islet; Product (mathematics); Computer science; Medicine; Diabetes mellitus; Endocrinology; Mathematics","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":[0.0000633934,0.00007997618,0.0001053785,0.00005332466,0.00005823545,0.00001286832,0.00001287627,0.000023934,0.00004666324],"category_scores_gemma":[0.000039862,0.00006882829,0.00001601128,0.00003940742,0.00001561406,0.00008320656,0.00000120531,0.00006736439,0.00002245481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000886644,"about_ca_system_score_gemma":0.000009063835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001417317,"about_ca_topic_score_gemma":4.472626e-7,"domain_scores_codex":[0.9995061,0.000008371961,0.0001151965,0.0001588862,0.00009973613,0.0001117044],"domain_scores_gemma":[0.9997545,0.00004018256,0.00002886321,0.00008379012,0.00002513371,0.00006751781],"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":[0.000525441,0.0001119627,0.01935384,0.0003829114,0.00004270397,0.00010265,0.001082204,0.0000430815,0.7208394,0.001114593,0.0001749014,0.2562263],"study_design_scores_gemma":[0.001677321,0.0003517476,0.4275363,0.0002601203,0.000185756,0.0001903288,0.00003798357,0.0006211234,0.5676958,0.0006048371,0.0006695302,0.0001691022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851417,0.0001258475,0.0003829456,0.000965371,0.00004786089,0.0001670509,0.000003586452,0.00009505048,0.01307058],"genre_scores_gemma":[0.995972,0.00005902704,0.002587458,0.0009031769,0.0001428293,0.000002874779,0.00003408607,0.000006364312,0.0002921711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4081825,"threshold_uncertainty_score":0.2806736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192653435150162,"score_gpt":0.2415496314554919,"score_spread":0.2196230971039903,"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."}}