{"id":"W4415166855","doi":"10.3390/biology14101415","title":"Preclinical Models of Donation-After-Circulatory-Death and Brain-Death: Advances in Kidney Preservation and Transplantation","year":2025,"lang":"en","type":"article","venue":"Biology","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Canadian Institutes of Health Research","keywords":"Economic shortage; Transplantation; Machine perfusion; Organ donation; Kidney; Kidney disease; Donation; Kidney transplantation; Cold storage","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001448369,0.00006840974,0.0001828192,0.0001310909,0.00001386363,0.000002814437,0.00002507749,0.0001185124,0.00001028991],"category_scores_gemma":[0.0000644017,0.00005854339,0.00002052314,0.00007354031,0.00005251425,0.0001315082,0.000006428079,0.00006541934,1.681525e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001113938,"about_ca_system_score_gemma":0.00004725015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004526455,"about_ca_topic_score_gemma":0.00003493068,"domain_scores_codex":[0.9994133,0.0000444159,0.0002579108,0.0001694545,0.00004019375,0.00007470942],"domain_scores_gemma":[0.9996319,0.0001773158,0.00004515236,0.00007256247,0.00003730396,0.0000357945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003385741,0.00004181883,0.9632908,0.0008377511,0.00001489975,0.000002734652,0.0002785345,0.000003990388,0.002575049,0.02942641,0.0000111338,0.003178346],"study_design_scores_gemma":[0.001668495,0.0001562827,0.9716287,0.0002376364,0.00005879888,0.000009523302,0.00001451733,0.0006638225,0.003256963,0.02150103,0.0007395128,0.00006474042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799583,0.002399628,0.01375369,0.002506675,0.00005762796,0.0003639597,0.0000513618,0.00003566682,0.0008731121],"genre_scores_gemma":[0.9901773,0.007226554,0.001523581,0.0008822063,0.00001203803,0.00002364951,0.00007749737,0.000004112138,0.00007306559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122301,"threshold_uncertainty_score":0.238733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02765227404649153,"score_gpt":0.3482804331247752,"score_spread":0.3206281590782837,"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."}}