{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001486942,0.0005822462,0.00384774,0.0003324229,0.0001992002,0.0000610758,0.0001337288,0.0003405645,0.0002477168],"category_scores_gemma":[0.0001075237,0.0002904536,0.00169292,0.0005700736,0.0001375846,0.0002256862,0.00003301907,0.0006860768,8.265708e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004432909,"about_ca_system_score_gemma":0.00006297151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003260168,"about_ca_topic_score_gemma":0.00006658681,"domain_scores_codex":[0.9949666,0.001109093,0.002470291,0.0007850513,0.0004521419,0.0002168026],"domain_scores_gemma":[0.9964062,0.002059187,0.0007928697,0.0004796574,0.00009214813,0.0001699565],"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":[0.0002217112,0.0001356657,0.0008289237,0.969508,0.01257818,0.00003229039,0.0004994197,2.277283e-8,0.00000786188,0.000008349754,0.00001324852,0.01616634],"study_design_scores_gemma":[0.001022639,0.0004979318,0.003954097,0.1791318,0.8118249,0.0002643344,0.00004573646,0.000009145153,0.00007347936,0.00003680653,0.002498991,0.0006401461],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003652223,0.9910254,0.001698535,0.0004661923,0.0003654804,0.003338489,0.002677587,0.00005426609,0.00000877144],"genre_scores_gemma":[0.0007674933,0.9930825,0.0005363823,0.001161344,0.00003597863,0.0008584496,0.003315846,0.00005424018,0.0001877819],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7992467,"threshold_uncertainty_score":0.9999548,"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."}}