{"id":"W4220687056","doi":"10.1111/ctr.14638","title":"Does machine perfusion improve immediate and short‐term outcomes by enhancing graft function and recipient recovery after liver transplantation? A systematic review of the literature, meta‐analysis and expert panel recommendations","year":2022,"lang":"en","type":"review","venue":"Clinical Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Machine perfusion; Meta-analysis; Perfusion; Liver transplantation; Cochrane Library; MEDLINE; Surgery; Transplantation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01882391,0.002052604,0.01365178,0.005307307,0.000538319,0.003090868,0.002687526,0.0028784,0.006144434],"category_scores_gemma":[0.05017041,0.00136059,0.02963367,0.004593434,0.0009382532,0.002242241,0.001400015,0.001926322,0.0004497457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00351373,"about_ca_system_score_gemma":0.006551168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01143995,"about_ca_topic_score_gemma":0.01978018,"domain_scores_codex":[0.9886727,0.005006219,0.003467289,0.00115664,0.001380205,0.0003168628],"domain_scores_gemma":[0.9721143,0.02040943,0.005019075,0.0005896522,0.001614389,0.00025303],"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":[0.001303836,0.00003152791,0.002262258,0.771259,0.1904406,0.00005467746,0.00007496128,0.000320952,0.0001628969,0.0001970309,0.001424165,0.03246803],"study_design_scores_gemma":[0.001247061,0.0003175842,0.005692864,0.2191878,0.7663079,0.00009141533,0.00007993526,0.0002246428,0.0001970252,0.0005423338,0.006068156,0.00004328912],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001803464,0.9956679,0.0003388195,0.0007138741,0.0001968488,0.0003571826,0.0006081701,0.00001606515,0.0002975984],"genre_scores_gemma":[0.05475666,0.9390405,0.001903271,0.001871808,0.000309817,0.001147883,0.0006755135,0.0000210817,0.00027335],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01882391,"threshold_uncertainty_score":0.0995515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06133213712687877,"score_gpt":0.3716979327011558,"score_spread":0.310365795574277,"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."}}