{"id":"W3135760250","doi":"10.17504/protocols.io.spcediw","title":"Human Islet Cryopreservation v1","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Biobank; Islet; Cryopreservation; Biology; Diabetes mellitus; Andrology; Medicine; Cell biology; Endocrinology; Genetics; 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":[0.002295154,0.001183747,0.00131046,0.001265891,0.001736475,0.001756342,0.002502811,0.001185978,0.1297854],"category_scores_gemma":[0.001608058,0.0008291336,0.0009659096,0.001046765,0.0006652751,0.0005624456,0.001985355,0.002445163,0.08064142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005422832,"about_ca_system_score_gemma":0.001627992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121216,"about_ca_topic_score_gemma":0.002216573,"domain_scores_codex":[0.9984484,0.0002439697,0.0001606766,0.0003395007,0.0006143221,0.0001932221],"domain_scores_gemma":[0.9992078,0.0001040648,0.00003136901,0.0003742837,0.0001864792,0.00009599302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002619088,0.0008154489,0.002156775,0.002714485,0.0001421186,0.001638628,0.0008049102,0.001125456,0.337061,0.01470104,0.444133,0.1920881],"study_design_scores_gemma":[0.0001837336,0.0004602839,0.002242789,0.0003761836,0.00007758402,0.001349642,0.0000602328,0.0005671972,0.06674603,0.001743783,0.9261369,0.00005563775],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05050896,0.02552832,0.3725199,0.002445728,0.007515315,0.04441229,0.1472156,0.02715321,0.3227006],"genre_scores_gemma":[0.07008762,0.01685588,0.2288954,0.004368037,0.001148882,0.06802102,0.3282625,0.00821808,0.2741426],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1297854,"threshold_uncertainty_score":0.4341756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05315176600787366,"score_gpt":0.3206975651769725,"score_spread":0.2675457991690988,"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."}}