{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003573771,0.0002185033,0.0006643143,0.0004603837,0.00002082534,0.000005581676,0.0001200262,0.00007273469,0.00007806037],"category_scores_gemma":[0.000006861646,0.0001728684,0.0001739159,0.0003216652,0.0001820625,0.0003281931,0.000002938235,0.0002658012,0.000002055785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008465551,"about_ca_system_score_gemma":0.000136477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004378717,"about_ca_topic_score_gemma":0.000130248,"domain_scores_codex":[0.9980698,0.0001277691,0.0008350323,0.0002180448,0.0005456813,0.0002036501],"domain_scores_gemma":[0.9986199,0.0001476692,0.0007264874,0.0001682352,0.0002320889,0.0001055916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02904106,0.000548016,0.5689883,0.007271388,0.000141463,0.0005675537,0.01381172,0.004915679,0.3715421,0.00002514244,0.000001507797,0.003146112],"study_design_scores_gemma":[0.004543948,0.002499962,0.853868,0.001258495,0.0006625619,0.001230897,0.0002790213,0.004666388,0.1308059,0.00001162655,3.780418e-7,0.000172851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808737,0.00008512137,0.01830258,0.00006582355,0.00002669616,0.0004934695,0.00007580398,0.00001759029,0.00005921083],"genre_scores_gemma":[0.9754129,0.008348366,0.0160767,0.00005075991,0.00001669262,0.000003280401,0.00003928568,0.00002944921,0.000022566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2848797,"threshold_uncertainty_score":0.7049367,"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."}}