{"id":"W4409782202","doi":"10.1016/j.healun.2025.02.021","title":"Outcomes of Lung Transplantation Using TorEx EVLP System","year":2025,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Lung transplantation; Medicine; Transplantation; Lung; 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":[0.001712234,0.0002902272,0.0006869844,0.0008172059,0.0004609918,0.00193539,0.0004943652,0.0004403144,0.002855032],"category_scores_gemma":[0.003005996,0.00008999142,0.001142765,0.0009072791,0.0003513879,0.001337577,0.001523826,0.0008929273,0.0006062274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005871,"about_ca_system_score_gemma":0.0006435402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430205,"about_ca_topic_score_gemma":0.002176044,"domain_scores_codex":[0.9986302,0.0002756144,0.0001839047,0.0001881534,0.000359845,0.0003622831],"domain_scores_gemma":[0.9978197,0.000376982,0.0007782532,0.0001316722,0.0004160643,0.0004773439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003973319,0.0005443121,0.9377308,0.0002974951,0.0005672384,0.0003175141,0.000327384,0.0006695424,0.0004556103,0.0005725373,0.004362238,0.05018199],"study_design_scores_gemma":[0.0001107203,0.002717841,0.989626,0.0001866891,0.0004812479,0.0006622251,0.001113384,0.0007395359,0.0004408203,0.0003847227,0.003492223,0.00004453707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887475,0.001189285,0.0005476254,0.0004620157,0.0001767986,0.00004097522,0.004073771,0.00003898668,0.004723054],"genre_scores_gemma":[0.9930704,0.0003456438,0.0002005334,0.0001418929,0.0001070397,0.00004043165,0.005045699,0.00001757865,0.001030741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002855032,"threshold_uncertainty_score":0.009551048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823123084355588,"score_gpt":0.342420052303602,"score_spread":0.3241888214600461,"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."}}