{"id":"W2168687284","doi":"10.1111/j.1600-6143.2007.01760.x","title":"Enhancing the Success of Human Islet Isolation Through Optimization and Characterization of Pancreas Dissociation Enzyme","year":2007,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Capital District Health Authority","funders":"","keywords":"Islet; Medicine; Pancreas; Isolation (microbiology); Enzyme; Dissociation (chemistry); Internal medicine; Biochemistry; Endocrinology; Bioinformatics; Diabetes mellitus; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002264978,0.0005834367,0.0005480325,0.0006010884,0.0001760445,0.001223067,0.0003039119,0.000320418,0.0004899804],"category_scores_gemma":[0.00253639,0.0002160295,0.0004232833,0.0004988717,0.0003890672,0.0004619858,0.0006226687,0.0004850543,0.0004043385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205881,"about_ca_system_score_gemma":0.0003024138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002248229,"about_ca_topic_score_gemma":0.0003812914,"domain_scores_codex":[0.9986779,0.0003801405,0.0001933509,0.0002601141,0.0004064954,0.00008200363],"domain_scores_gemma":[0.9987622,0.0005189666,0.0002602763,0.0001459599,0.0002269646,0.0000856752],"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":[0.0002039934,0.00008308355,0.005416912,0.0001061086,0.0000293083,0.00005876501,0.0000571361,0.0006661362,0.9818659,0.00005084946,0.00005641414,0.01140532],"study_design_scores_gemma":[0.00001182556,0.0006757008,0.0176522,0.00002724794,0.00008418745,0.0003162027,0.00006122232,0.002919914,0.9768795,0.00006798164,0.001282671,0.00002135232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366675,0.003715816,0.05787384,0.00008464546,0.00002805404,0.0001848141,0.0002007669,0.0001582878,0.0010862],"genre_scores_gemma":[0.923791,0.001880659,0.07259697,0.0001095271,0.00001975182,0.0001217884,0.0006404367,0.0001440206,0.0006958816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002264978,"threshold_uncertainty_score":0.01197851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008242033847402684,"score_gpt":0.2647104283938754,"score_spread":0.2564683945464727,"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."}}