{"id":"W4252335734","doi":"10.17504/protocols.io.x3mfqk6","title":"ADI IsletCore Protocols for the Isolation, Assessment and Cryopreservation of Human Pancreatic Islets of Langerhans for Research Purposes v1","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","funders":"","keywords":"Islet; Isolation (microbiology); Cryopreservation; Pancreatic islets; Diabetes mellitus; Endocrinology; Biology; Internal medicine; Medicine; Bioinformatics; Cell biology; Embryo","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":[0.003690943,0.001599199,0.001113198,0.003329604,0.002646645,0.003223546,0.003302124,0.001076277,0.06239407],"category_scores_gemma":[0.003070065,0.001059158,0.0007625344,0.003229026,0.0009572898,0.0008996979,0.003124991,0.003005763,0.07805929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002523494,"about_ca_system_score_gemma":0.005703092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01051026,"about_ca_topic_score_gemma":0.02692315,"domain_scores_codex":[0.9976097,0.0002203824,0.0001774832,0.0002648283,0.001498071,0.0002295103],"domain_scores_gemma":[0.9978306,0.000162635,0.0001125411,0.0007392259,0.0009140335,0.000240989],"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":[0.0006944002,0.0003659273,0.002177198,0.001746741,0.00007733679,0.0005414644,0.0007403633,0.0009119469,0.2521064,0.01519562,0.5059813,0.2194612],"study_design_scores_gemma":[0.00005633203,0.0001166472,0.002967264,0.0002107434,0.00004435467,0.0006218969,0.00007049768,0.0004107,0.06062489,0.002282918,0.9325374,0.00005630577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.02356353,0.02172869,0.4084453,0.002580112,0.005536426,0.0148062,0.1494008,0.02974353,0.3441954],"genre_scores_gemma":[0.0290974,0.0173953,0.341114,0.001402069,0.0006598106,0.01262442,0.3316223,0.009006773,0.2570778],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.06239407,"threshold_uncertainty_score":0.208729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2364089187532653,"score_gpt":0.4845112471704875,"score_spread":0.2481023284172222,"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."}}