{"id":"W2049786642","doi":"10.4161/isl.2.5.13019","title":"Surgical aspects of human islet isolation","year":2010,"lang":"en","type":"review","venue":"Islets","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Diabetes Research Institute Foundation","keywords":"Islet; Isolation (microbiology); Human anatomy; Pancreas; Transplantation; Biology; Medicine; Anatomy; Internal medicine; Bioinformatics; Insulin","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":[0.0009172711,0.0007858078,0.0009533082,0.001424308,0.0002882751,0.001014303,0.000643869,0.0008158696,0.00265021],"category_scores_gemma":[0.000876028,0.0002692727,0.0005343996,0.001388938,0.0009142312,0.00131431,0.0006837955,0.001446811,0.002941248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003138195,"about_ca_system_score_gemma":0.000792723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004665669,"about_ca_topic_score_gemma":0.0004646546,"domain_scores_codex":[0.9995553,0.00008522027,0.00008190896,0.00007156897,0.0001780896,0.00002785369],"domain_scores_gemma":[0.9995161,0.0002894027,0.00006938164,0.00003192376,0.00007155443,0.0000215749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008863609,0.00007989974,0.0005631601,0.01573935,0.00006742544,0.0013503,0.0001814222,0.0004555591,0.01480693,0.004604899,0.009369398,0.952693],"study_design_scores_gemma":[0.00001285775,0.0001506158,0.003282264,0.002432649,0.00009699315,0.01396471,0.0001600212,0.0001265653,0.008274113,0.004715302,0.9667429,0.00004095672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001022124,0.9890394,0.00266278,0.000413065,0.0004087814,0.00001457046,0.00002423964,0.0000266435,0.006388385],"genre_scores_gemma":[0.003855455,0.991712,0.002215053,0.000356293,0.0005214844,0.00001999689,0.00005332992,0.000007884458,0.001258603],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00265021,"threshold_uncertainty_score":0.008865833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0479953517857442,"score_gpt":0.3565918621136239,"score_spread":0.3085965103278797,"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."}}