{"id":"W3096332617","doi":"10.17504/protocols.io.bupanvie","title":"ADI IsletCore Protocols for the Isolation, Assessment and Cryopreservation of Human Pancreatic Islets of Langerhans for Research Purposes v2","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Islet; Isolation (microbiology); Pancreatic islets; Cryopreservation; Diabetes mellitus; Endocrinology; Internal medicine; Biology; Medicine; Bioinformatics; Cell biology; Embryo","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003967528,0.001767508,0.001355602,0.003976589,0.002736531,0.003894795,0.003965493,0.00113318,0.08420082],"category_scores_gemma":[0.003042619,0.001480734,0.001041513,0.003496495,0.0009549614,0.001043164,0.003457911,0.003592744,0.1056188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002234413,"about_ca_system_score_gemma":0.005403498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01019503,"about_ca_topic_score_gemma":0.02351442,"domain_scores_codex":[0.9974485,0.0002253483,0.0001943923,0.000284596,0.001581587,0.0002655128],"domain_scores_gemma":[0.9976707,0.0001932871,0.0001184207,0.0008096981,0.0009155729,0.0002923543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000789712,0.0003904108,0.001703499,0.001993112,0.00009076691,0.0004664781,0.0006292534,0.000820403,0.2600592,0.01156697,0.5122891,0.2092011],"study_design_scores_gemma":[0.00007891223,0.0001242105,0.002943253,0.0002451629,0.00006037694,0.0006282543,0.00006404979,0.0004454454,0.06616289,0.001969649,0.9272136,0.00006426761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.0182119,0.02196174,0.4171354,0.002115504,0.004790315,0.01707759,0.1805327,0.0408802,0.2972946],"genre_scores_gemma":[0.02431178,0.01916028,0.3262466,0.001577285,0.000608485,0.01733458,0.3748496,0.01326976,0.2226416],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.08420082,"threshold_uncertainty_score":0.2816798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2553079667334329,"score_gpt":0.4926389502963832,"score_spread":0.2373309835629503,"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."}}