{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001104495,0.0006359582,0.00155568,0.003249483,0.0003250377,0.001346727,0.0008519024,0.001132635,0.003979731],"category_scores_gemma":[0.001191448,0.0002625551,0.0007095801,0.003105395,0.0007449985,0.001618635,0.0009053766,0.001677695,0.00138537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005641473,"about_ca_system_score_gemma":0.001330858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189065,"about_ca_topic_score_gemma":0.001637502,"domain_scores_codex":[0.9996599,0.00007498967,0.00006356618,0.00004699371,0.0001282909,0.0000262343],"domain_scores_gemma":[0.9993985,0.0003621704,0.00009631158,0.00001656133,0.00009534942,0.00003126451],"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":[0.00006035541,0.00006570277,0.0001962046,0.04335678,0.0001162155,0.0001514985,0.00008588671,0.0003371224,0.0007323221,0.004817162,0.01496116,0.9351197],"study_design_scores_gemma":[0.00001552304,0.0001149082,0.001076694,0.01651454,0.0001702151,0.001500838,0.0001035307,0.00007573199,0.0003926319,0.003452707,0.9765594,0.00002327717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004633468,0.9994397,0.00003908441,0.00007978704,0.00007287043,0.000001789916,0.000004440426,0.00000192991,0.0003140972],"genre_scores_gemma":[0.0003624539,0.9992798,0.00006989554,0.00006102342,0.0000803936,0.000002390449,0.000009006357,6.907451e-7,0.0001343842],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003979731,"threshold_uncertainty_score":0.01331359,"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."}}