{"id":"W3157977402","doi":"10.17504/protocols.io.bt6cnraw","title":"Human Islet Cryopreservation Version 2.0 v2","year":2021,"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":"Biobank; Cryopreservation; Islet; Biology; Diabetes mellitus; Andrology; Medicine; Genetics; Endocrinology; 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":[0.00328239,0.001154229,0.001430826,0.001656621,0.001256839,0.002236561,0.002609117,0.001013225,0.1396432],"category_scores_gemma":[0.002011935,0.001309249,0.001108296,0.001025441,0.000560773,0.0006169366,0.00213738,0.002552184,0.1116242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004087741,"about_ca_system_score_gemma":0.001440598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005014,"about_ca_topic_score_gemma":0.001771614,"domain_scores_codex":[0.9988714,0.0001869618,0.0001309552,0.0001986405,0.0004748558,0.0001371465],"domain_scores_gemma":[0.999245,0.0001303827,0.00003307921,0.0003652702,0.0001473949,0.00007882726],"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":[0.002305598,0.000371683,0.001543616,0.002798159,0.0001935955,0.000870522,0.000609406,0.0009464032,0.2072558,0.007790493,0.5960931,0.1792216],"study_design_scores_gemma":[0.0002177949,0.0003042919,0.002076378,0.0003022182,0.0001235824,0.001160986,0.00004519497,0.0007165759,0.06283827,0.001886038,0.9302568,0.00007182025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0235349,0.01722511,0.4499228,0.00149359,0.004111666,0.02226982,0.2226904,0.08733419,0.1714176],"genre_scores_gemma":[0.0396662,0.0123045,0.2523624,0.003311813,0.0006654208,0.0425803,0.4361944,0.02836032,0.1845547],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1396432,"threshold_uncertainty_score":0.4671529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03711544677298518,"score_gpt":0.298219299595397,"score_spread":0.2611038528224118,"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."}}