{"id":"W4247061200","doi":"10.17504/protocols.io.xgsfjwe","title":"Isolation of Human Pancreatic Islets of Langerhans for Research v2","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Isolation (microbiology); Islet; Pancreas; Pancreatic islets; Protocol (science); Computational biology; Diabetes mellitus; Computer science; Biology; Endocrinology; Medicine; Bioinformatics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009315902,0.001184848,0.0005825204,0.001383754,0.0008322956,0.001501376,0.000923463,0.0006299951,0.03094307],"category_scores_gemma":[0.0006089749,0.0004789611,0.0007274924,0.001041851,0.0003270525,0.0004798337,0.001047279,0.001853248,0.02643016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003292293,"about_ca_system_score_gemma":0.0007141845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000435718,"about_ca_topic_score_gemma":0.0006400754,"domain_scores_codex":[0.999454,0.00006823058,0.0000590892,0.0001422153,0.0001889443,0.00008758456],"domain_scores_gemma":[0.9996787,0.00004448561,0.00001700411,0.0001380296,0.00006206666,0.0000596863],"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":[0.000721522,0.0001264465,0.0004131476,0.0005363372,0.00005261296,0.0003922477,0.0002302932,0.0001548878,0.9281981,0.004500907,0.02110156,0.04357194],"study_design_scores_gemma":[0.0001845227,0.0003204099,0.003787754,0.0001524751,0.0001140038,0.001592769,0.0000881733,0.0006515591,0.5213515,0.002239823,0.4694683,0.0000485888],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1689136,0.02239619,0.4846125,0.002506091,0.006725085,0.0105127,0.09592856,0.008613244,0.1997921],"genre_scores_gemma":[0.1454275,0.01448682,0.3616301,0.001835675,0.0009579565,0.007836802,0.2366132,0.004181928,0.22703],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03094307,"threshold_uncertainty_score":0.1035149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1438697972459469,"score_gpt":0.4169278129290652,"score_spread":0.2730580156831183,"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."}}