{"id":"W4394799449","doi":"10.1097/lvt.0000000000000381","title":"Efficiency of machine perfusion in pediatric liver transplantation","year":2024,"lang":"en","type":"review","venue":"Liver Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Machine perfusion; Perfusion; Liver transplantation; Population; Transplantation; Cold storage; Liver disease; Surgery; Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003049729,0.0005711259,0.001428463,0.001372913,0.0000460563,0.00002377052,0.0001876469,0.0005273054,0.0002082718],"category_scores_gemma":[0.000006822507,0.0004556697,0.0006033746,0.001048391,0.00005540406,0.000162065,0.000008284459,0.0006779904,0.0001445114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001206539,"about_ca_system_score_gemma":0.0002646895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001843338,"about_ca_topic_score_gemma":0.0001049788,"domain_scores_codex":[0.9971214,0.0001572997,0.001247464,0.0006211911,0.0005304163,0.000322251],"domain_scores_gemma":[0.9990585,0.0001972473,0.0002940331,0.000271299,0.0000696733,0.0001092371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000276655,0.0003322393,0.0004749177,0.8339334,0.00007534053,0.004320046,0.002906921,0.000003171936,0.00001160651,0.0003467946,0.00005018946,0.1572687],"study_design_scores_gemma":[0.02150138,0.005799199,0.03551157,0.3619787,0.3681157,0.03289759,0.0002572545,0.002870174,0.005816515,0.0003268812,0.1558132,0.009111808],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001271962,0.9925954,0.00244395,0.00001975288,0.000276173,0.00161328,0.0006592804,0.0001985558,0.000921613],"genre_scores_gemma":[0.003712286,0.9921554,0.0008615502,0.00003055148,0.0001410992,0.00007153317,0.00267707,0.0001022058,0.0002482492],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4719547,"threshold_uncertainty_score":0.9997895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228279239412534,"score_gpt":0.3109817112359851,"score_spread":0.2886989188418598,"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."}}