{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001521162,0.0006882187,0.000879377,0.0007582725,0.0004373736,0.001073478,0.0008606309,0.0007895684,0.003555456],"category_scores_gemma":[0.0006590422,0.0001968921,0.0007980635,0.0004747282,0.0006264314,0.001108555,0.000713926,0.002272055,0.0005930348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005582407,"about_ca_system_score_gemma":0.00134405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005664366,"about_ca_topic_score_gemma":0.0008842765,"domain_scores_codex":[0.9994357,0.000134055,0.00005881949,0.00008197254,0.0002076164,0.00008170367],"domain_scores_gemma":[0.9995189,0.0001026588,0.0001024567,0.00006087658,0.0001221371,0.00009303469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002705413,0.002113423,0.00341564,0.01027953,0.0004907586,0.001042177,0.0003213482,0.003195494,0.8261056,0.01867813,0.008908357,0.1227442],"study_design_scores_gemma":[0.0004085766,0.02016619,0.0143112,0.002688695,0.001552657,0.004957749,0.0004361618,0.005836371,0.7037887,0.0121864,0.2334771,0.0001902543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3855189,0.4205784,0.1390432,0.006552822,0.004476916,0.00146343,0.004551376,0.001168527,0.03664647],"genre_scores_gemma":[0.6462685,0.2954805,0.03714219,0.001905655,0.0008167553,0.001577328,0.005819706,0.0001296714,0.01085973],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003555456,"threshold_uncertainty_score":0.01189417,"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."}}