{"id":"W2886402468","doi":"10.1097/mot.0000000000000567","title":"Advances in machine perfusion, organ preservation, and cryobiology: potential impact on vascularized composite allotransplantation","year":2018,"lang":"en","type":"review","venue":"Current Opinion in Organ Transplantation","topic":"Organ and Tissue Transplantation Research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Natural Sciences and Engineering Research Council of Canada","keywords":"Machine perfusion; Cryobiology; Computer science; Cryoprotectant; Cryopreservation; Transplantation; Biomedical engineering; Medicine; Surgery; Biology; Cell biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006167131,0.0007137363,0.001538363,0.001391186,0.0001451183,0.00006786735,0.0002304514,0.0004765533,0.0003105634],"category_scores_gemma":[0.00003136297,0.0005730307,0.000275282,0.001043663,0.0001771971,0.0004410096,0.00001878201,0.000988459,0.00009445236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334462,"about_ca_system_score_gemma":0.000348365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006689247,"about_ca_topic_score_gemma":0.00006086415,"domain_scores_codex":[0.9959813,0.0006195501,0.001285091,0.0009433712,0.0005982546,0.0005724084],"domain_scores_gemma":[0.9986722,0.0002835317,0.0003118624,0.0003442809,0.0001608699,0.0002272595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00626045,0.002143243,0.03248779,0.2457208,0.0004087956,0.0002180929,0.003998856,0.0001111725,0.0003749196,0.0004832306,0.0001842995,0.7076084],"study_design_scores_gemma":[0.05636364,0.005454997,0.2732881,0.3121845,0.005917198,0.00383028,0.0001787469,0.001856304,0.0004461069,0.0005375351,0.3346558,0.005286867],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004617763,0.989121,0.001361691,0.0001015363,0.001279493,0.002697263,0.000646188,0.00009745877,0.00007764622],"genre_scores_gemma":[0.009151734,0.9741989,0.0001486133,0.00001577027,0.0003447736,0.0001114608,0.0159128,0.00009795674,0.00001794671],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7023215,"threshold_uncertainty_score":0.9996721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05282841876811085,"score_gpt":0.419564668049113,"score_spread":0.3667362492810021,"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."}}