{"id":"W2923666273","doi":"10.21037/tau.2019.03.06","title":"Machine preservation of donor kidneys in transplantation","year":2019,"lang":"en","type":"review","venue":"Translational Andrology and Urology","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Machine perfusion; Medicine; Perfusion; Transplantation; Ischemia; Kidney transplantation; Kidney; Renal function; Cardiology; Surgery; Internal medicine","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":[0.0001864942,0.0002159171,0.001162478,0.000386747,0.00002007663,0.000002058549,0.00006259124,0.0005592675,0.0002120783],"category_scores_gemma":[0.000008451791,0.0001758746,0.0001629098,0.0001626835,0.0001060927,0.00007237332,0.000004378298,0.0003437279,0.000008363593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007053913,"about_ca_system_score_gemma":0.0001471364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002715362,"about_ca_topic_score_gemma":0.00003420592,"domain_scores_codex":[0.9986864,0.0001364012,0.0006317677,0.000289917,0.00009796349,0.0001575268],"domain_scores_gemma":[0.9993398,0.000296215,0.0001679965,0.0001174973,0.00003208542,0.0000464207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003118138,0.0005629144,0.07331324,0.184733,0.0007390567,0.0002133405,0.000873793,0.00004122849,0.00002348775,0.03590621,0.00008319112,0.7003924],"study_design_scores_gemma":[0.00712278,0.001681836,0.05576656,0.002251915,0.006210576,0.002280432,0.000003594981,0.0004572955,0.00002152153,0.003680636,0.9199075,0.0006153187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004042825,0.9957189,0.001264989,0.0007766319,0.00008139619,0.0007888828,0.0002242765,0.00002853378,0.0007121359],"genre_scores_gemma":[0.00423778,0.9932627,0.0003978935,0.0002579023,0.00003050628,0.00003310305,0.001621218,0.00002036467,0.0001384993],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9198244,"threshold_uncertainty_score":0.7171959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04454776313302172,"score_gpt":0.3392152431662159,"score_spread":0.2946674800331942,"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."}}