{"id":"W2957410599","doi":"10.1007/s40472-019-00250-5","title":"Kidney Machine Preservation: State of the Art","year":2019,"lang":"en","type":"article","venue":"Current Transplantation Reports","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Hospital for Sick Children; University Health Network","funders":"","keywords":"Machine perfusion; Medicine; Perfusion; Cold storage; Ex vivo; Transplantation; Economic shortage; Kidney; Surgery; In vivo; Cardiology; Internal medicine; Liver transplantation; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000156684,0.0001192348,0.0002060676,0.00007148694,0.00003353787,0.000008626926,0.00006269076,0.00003401586,0.000446513],"category_scores_gemma":[0.00001696356,0.00008105309,0.0001341251,0.0002045988,0.0000349255,0.000133006,0.000005977106,0.0001482583,0.00002480041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001707163,"about_ca_system_score_gemma":0.0001273634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009253989,"about_ca_topic_score_gemma":0.00000485752,"domain_scores_codex":[0.9987547,0.0000288601,0.0005094486,0.0001993946,0.0003860825,0.0001214539],"domain_scores_gemma":[0.999185,0.00002755881,0.0002397596,0.0003489053,0.0001131372,0.00008561381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001563579,0.0001376622,0.9847118,0.003269534,0.00004298676,0.00005365364,0.0005523164,0.00004602636,0.006445642,0.0002296498,0.002182125,0.002172251],"study_design_scores_gemma":[0.001276908,0.0000994537,0.7993308,0.0008420594,0.0002859308,0.0006790604,0.000007389586,0.0001419062,0.1584032,0.0004265806,0.03832577,0.0001809333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814711,0.0003624306,0.007502988,0.001910429,0.001676956,0.001598668,0.0001621059,0.0001798149,0.005135566],"genre_scores_gemma":[0.9948865,0.001293272,0.0004320892,0.0003383809,0.00002768641,0.00001622784,0.0004521994,0.0000180507,0.002535653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1853809,"threshold_uncertainty_score":0.4889005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153522268393468,"score_gpt":0.271390485347086,"score_spread":0.2598552626631513,"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."}}