{"id":"W2135350228","doi":"10.3791/51419","title":"Technique of Subnormothermic &lt;em&gt;Ex Vivo&lt;/em&gt; Liver Perfusion for the Storage, Assessment, and Repair of Marginal Liver Grafts","year":2014,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"Astellas Pharma; Roche Organ Transplant Research Foundation","keywords":"Cold storage; Ex vivo; Perfusion; Machine perfusion; Liver transplantation; Viaspan; Transplantation; Medicine; Economic shortage; Organ donation; Liver perfusion; Surgery; In vivo; Biology; Internal medicine; Biotechnology","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":[0.0005538696,0.0005564423,0.0003333144,0.0004132683,0.0003127508,0.0003170717,0.0003854159,0.0003844546,0.003195692],"category_scores_gemma":[0.0001917112,0.000176358,0.0003647355,0.0001724521,0.000723779,0.0005827034,0.000341625,0.0009742787,0.001207494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001758611,"about_ca_system_score_gemma":0.0004276549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001510658,"about_ca_topic_score_gemma":0.0002671703,"domain_scores_codex":[0.9998212,0.00003685939,0.00001808391,0.0000530298,0.00004625426,0.00002456437],"domain_scores_gemma":[0.9998963,0.00002058846,0.0000301206,0.00002748799,0.00001056686,0.00001485873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005048126,0.000131701,0.000723998,0.0004027846,0.00001747255,0.0008651043,0.00009382979,0.0003354712,0.9494634,0.001691497,0.0007824751,0.04498744],"study_design_scores_gemma":[0.0001809657,0.003570804,0.0211734,0.0002144558,0.0001595863,0.02547227,0.0001193792,0.003756284,0.8639731,0.001659391,0.0796378,0.00008263782],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2983531,0.01110235,0.6642628,0.001026253,0.000723218,0.001360756,0.0007321919,0.001277202,0.02116206],"genre_scores_gemma":[0.625848,0.0106177,0.3482963,0.00109475,0.0004092386,0.002308099,0.001106756,0.0002426003,0.01007655],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003195692,"threshold_uncertainty_score":0.01069069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246575194190705,"score_gpt":0.3813439425820815,"score_spread":0.3588781906401745,"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."}}