{"id":"W4401123293","doi":"10.1111/tid.14348","title":"Impact of machine perfusion on transplant infectious diseases: New challenges and opportunities","year":2024,"lang":"en","type":"review","venue":"Transplant Infectious Disease","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Machine perfusion; Medicine; Ex vivo; Perfusion; Transplantation; Cold storage; Organ transplantation; In vivo; Intensive care medicine; Surgery; Internal medicine; Biology; Biotechnology","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":[0.0001392521,0.001127066,0.002540795,0.001027235,0.0001039864,0.00004976632,0.000156886,0.0003981081,0.0002897107],"category_scores_gemma":[0.00001386967,0.0007680609,0.001790566,0.0002188727,0.0001532747,0.0001149902,0.00001884477,0.0007416815,0.00004713898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001964532,"about_ca_system_score_gemma":0.001142631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001816682,"about_ca_topic_score_gemma":0.00003137919,"domain_scores_codex":[0.9970672,0.0001750825,0.000971726,0.0008106394,0.0004990237,0.0004763077],"domain_scores_gemma":[0.9976448,0.0002471702,0.0002620271,0.0005765968,0.00006043504,0.001208968],"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":[0.00082626,0.001080026,0.001926909,0.2151579,0.002023558,0.002923734,0.0009806799,0.00000273032,0.000001919106,0.00195029,0.0004333298,0.7726926],"study_design_scores_gemma":[0.01163399,0.01361471,0.02028843,0.3362249,0.2278464,0.009518778,0.00005369221,0.0001124044,0.00001772064,0.002332,0.3724264,0.005930636],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001364123,0.988356,0.00008003208,0.000160559,0.0002671164,0.001699258,0.006167769,0.0007781538,0.001126966],"genre_scores_gemma":[0.0366256,0.960346,0.000006001565,0.0001103845,0.0002406044,0.0001012788,0.001973295,0.000201939,0.0003948727],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.766762,"threshold_uncertainty_score":0.999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05583735409148292,"score_gpt":0.3426997449276069,"score_spread":0.286862390836124,"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."}}