{"id":"W4243298062","doi":"10.17504/protocols.io.ui5eug6","title":"Thawing Cryopreserved Human Islets 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":"","funders":"","keywords":"Cryopreservation; Islet; Biobank; Andrology; Biology; Diabetes mellitus; Medicine; Endocrinology; Cell biology; Bioinformatics; 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":[0.001201819,0.0008113884,0.0007895051,0.0006361394,0.001011802,0.00110658,0.001464742,0.0007467367,0.05375117],"category_scores_gemma":[0.0009815983,0.0005606485,0.0006778131,0.0006753468,0.0004384351,0.000420568,0.001212242,0.001836874,0.0326417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000321047,"about_ca_system_score_gemma":0.0007697073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006618744,"about_ca_topic_score_gemma":0.001254012,"domain_scores_codex":[0.999088,0.0001097928,0.0001044659,0.0002602368,0.0003208853,0.0001166516],"domain_scores_gemma":[0.9995496,0.0000673328,0.00002554592,0.0001953046,0.0001038978,0.00005838672],"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":[0.002154379,0.000490685,0.002705032,0.001594309,0.0001078566,0.00111738,0.0007514127,0.001180694,0.7333263,0.009492941,0.106028,0.1410511],"study_design_scores_gemma":[0.0002843438,0.0009315222,0.007259903,0.0005636131,0.0001152093,0.001881637,0.0001037205,0.002115775,0.2824609,0.002659729,0.7015367,0.00008693351],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1717687,0.0226006,0.4174767,0.001686512,0.007075257,0.02687377,0.08892673,0.01660326,0.2469885],"genre_scores_gemma":[0.2015604,0.01841743,0.2980542,0.003198074,0.001071438,0.03696705,0.2160296,0.0060469,0.218655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05375117,"threshold_uncertainty_score":0.1798156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.060994898414337,"score_gpt":0.3235352371657075,"score_spread":0.2625403387513705,"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."}}