{"id":"W3193813771","doi":"10.1053/j.optechstcvs.2015.03.001","title":"Ex Vivo Lung Perfusion","year":2014,"lang":"en","type":"article","venue":"Operative Techniques in Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lung transplantation; Lung; Transplantation; Economic shortage; Ex vivo; Intensive care medicine; Surgery; In vivo; 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":[],"consensus_categories":[],"category_scores_codex":[0.002786792,0.0001993091,0.0007589651,0.000217052,0.00008762496,0.00003131444,0.00004705964,0.0001446461,0.00007170963],"category_scores_gemma":[0.0001390768,0.0001567028,0.0004405315,0.0002325252,0.00009864667,0.0001343676,0.00003146636,0.0002255392,0.000003210338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003400609,"about_ca_system_score_gemma":0.00004501872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000517939,"about_ca_topic_score_gemma":0.000004262638,"domain_scores_codex":[0.9982851,0.0005367089,0.0002927249,0.0003726635,0.0002944212,0.0002183831],"domain_scores_gemma":[0.9991501,0.0002647373,0.00002955529,0.0003783277,0.00008477752,0.00009252418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001776947,0.00006635593,0.2076954,0.0003890445,0.00027564,0.0002048878,0.0007081442,0.000006578997,0.005318571,0.0007053449,0.0004699493,0.7839824],"study_design_scores_gemma":[0.001613752,0.0003782354,0.2634235,0.003320332,0.001596719,0.001637783,0.001300604,0.001567608,0.5972914,0.0008810515,0.1251112,0.001877768],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6140212,0.0125009,0.3471624,0.0003487454,0.0002542638,0.00102123,0.000009620287,0.0003875902,0.02429406],"genre_scores_gemma":[0.9611223,0.004708373,0.03316789,0.0003627626,0.0001676289,0.0000786469,0.00001964669,0.0000326499,0.00034011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7821046,"threshold_uncertainty_score":0.6390153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197721499976945,"score_gpt":0.3337115451958663,"score_spread":0.3139393951981718,"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."}}