{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001148289,0.0002319752,0.0006689598,0.0002630352,0.0000895583,0.0000183007,0.0001880869,0.0001482571,0.0003574039],"category_scores_gemma":[0.00005694984,0.000154143,0.0003464361,0.0001370111,0.0001132182,0.0001575099,0.00004244128,0.000198967,9.231059e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008789587,"about_ca_system_score_gemma":0.0001033434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001595094,"about_ca_topic_score_gemma":0.000004117061,"domain_scores_codex":[0.9979995,0.0001566609,0.0008416382,0.000188726,0.000595726,0.0002177261],"domain_scores_gemma":[0.9981229,0.0002401401,0.0008572061,0.0002767072,0.0003754023,0.0001276255],"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":[0.002113563,0.0007123436,0.007181783,0.0008319412,0.0002971345,0.0000412385,0.002539649,0.000001717026,0.9806361,0.0008862783,0.002514815,0.002243393],"study_design_scores_gemma":[0.007108329,0.003720106,0.04894768,0.0009403153,0.0006434221,0.0003429434,0.0005764216,0.001560074,0.9293795,0.0001087195,0.006408851,0.0002636437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381574,0.002151602,0.0580096,0.00008723624,0.0001646735,0.001077683,0.00002250394,0.00005059303,0.0002787219],"genre_scores_gemma":[0.96525,0.003398119,0.03052312,0.0002195983,0.000125563,0.00002541306,0.000005296448,0.00004816326,0.0004046876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05125665,"threshold_uncertainty_score":0.6285767,"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."}}