{"id":"W2941378863","doi":"10.1111/ajt.15395","title":"Predictor parameters of liver viability during porcine normothermic ex situ liver perfusion in a model of liver transplantation with marginal grafts","year":2019,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Machine perfusion; Liver transplantation; Perfusion; Transplantation; Urology; Cold storage; Internal medicine; Gastroenterology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003194307,0.0002572393,0.00034531,0.0002216878,0.0001079065,0.0004111011,0.0001187376,0.0001890828,0.0005588125],"category_scores_gemma":[0.0002250734,0.0001016152,0.0002309379,0.0001649138,0.0003146689,0.0003724482,0.0001940318,0.0005474162,0.00008120642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001967499,"about_ca_system_score_gemma":0.0002009804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002512838,"about_ca_topic_score_gemma":0.0002873054,"domain_scores_codex":[0.9998536,0.00002413368,0.00001288291,0.00003496199,0.00003501471,0.00003941182],"domain_scores_gemma":[0.9997596,0.00002812206,0.0001045481,0.00002018479,0.00002660182,0.0000609633],"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":[0.006211456,0.0003842171,0.01743164,0.0001118616,0.00003266376,0.0002502674,0.0001438824,0.0004374028,0.9680171,0.00008935786,0.00006112471,0.006828993],"study_design_scores_gemma":[0.00008400326,0.01739068,0.169803,0.00002902103,0.0001967678,0.0009806054,0.0005347186,0.00504633,0.8045494,0.0001942859,0.001148711,0.00004234843],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983265,0.0004465671,0.0009485167,0.00001532181,0.00001020911,0.00001431133,0.00004528277,0.00000783042,0.0001853982],"genre_scores_gemma":[0.9986817,0.0003145563,0.0005213405,0.00001924367,0.000006055966,0.00004186327,0.0001507586,0.000003173479,0.0002612956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005588125,"threshold_uncertainty_score":0.00186944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007465463169571933,"score_gpt":0.2221406899558051,"score_spread":0.2146752267862332,"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."}}