{"id":"W3168945181","doi":"10.3389/fbioe.2021.674125","title":"An in vitro Perfused Macroencapsulation Device to Study Hemocompatibility and Survival of Islet-Like Cell Clusters","year":2021,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université Laval; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Michigan Diabetes Research Center, University of Michigan; Canada Foundation for Innovation; Canada Research Chairs; Diabète Québec; Centre québécois sur les matériaux fonctionnels; McGill University Health Centre; McGill University; Fonds de recherche du Québec – Nature et technologies; Juvenile Diabetes Research Foundation International","keywords":"Islet; Perfusion; Biomedical engineering; In vivo; Blood flow; In vitro; Transplantation; Chemistry; Medicine; Insulin; Biology; Internal medicine; Biochemistry","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":[0.0001972402,0.0001061539,0.0003494522,0.0003395651,0.00001463866,0.000005573241,0.00003873149,0.000141559,0.000002900278],"category_scores_gemma":[0.00007316594,0.0001041193,0.00001465501,0.000436443,0.00004866758,0.00002927412,0.00003893954,0.0001484893,2.253146e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003879059,"about_ca_system_score_gemma":0.00001710789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004947751,"about_ca_topic_score_gemma":0.00001245555,"domain_scores_codex":[0.9992292,0.00003954189,0.0002217747,0.0002789881,0.00007160578,0.0001589024],"domain_scores_gemma":[0.9996513,0.00002288506,0.00002560942,0.0002128791,0.000025971,0.00006133907],"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":[0.0001603311,0.000326542,0.3699069,0.0001226259,0.00002000422,0.00002049222,0.0004465678,0.0001446505,0.6212986,0.000005419725,0.00001857913,0.00752929],"study_design_scores_gemma":[0.003966176,0.0007113909,0.2416481,0.00006123868,0.00004917991,0.00001267596,0.007113358,0.03975084,0.7062951,0.00002784908,0.0001545138,0.0002095211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946501,0.0005334184,0.003828671,0.0003948945,0.0002668473,0.0002562616,0.000004476708,0.00004764882,0.00001771758],"genre_scores_gemma":[0.9781717,0.00004177468,0.02168388,0.00005871675,0.000009504569,0.000007715409,0.000009910533,0.000007860451,0.000008918178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1282588,"threshold_uncertainty_score":0.424586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008853808680793999,"score_gpt":0.2341249366839235,"score_spread":0.2252711280031295,"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."}}