{"id":"W2317622395","doi":"10.1097/sla.0000000000000974","title":"Protein Expression Profiling Predicts Graft Performance in Clinical Ex Vivo Lung Perfusion","year":2014,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Transplantation; Lung transplantation; Ex vivo; Perfusion; Lung; Area under the curve; Internal medicine; Surgery; In vivo","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00037765,0.0002065668,0.0002706595,0.0004496503,0.0001144163,0.0005997962,0.0001188325,0.0003682479,0.0008617862],"category_scores_gemma":[0.0006085748,0.00009675584,0.0001551046,0.0003352939,0.0002351887,0.0002458256,0.0001975851,0.000312039,0.000194162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001545142,"about_ca_system_score_gemma":0.00009364342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001815863,"about_ca_topic_score_gemma":0.0001959987,"domain_scores_codex":[0.9998507,0.0000364588,0.00001506896,0.00004018608,0.00003063941,0.0000269247],"domain_scores_gemma":[0.99962,0.00008969425,0.0001718606,0.00002450543,0.00003949938,0.00005452745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002218985,0.0001624566,0.8709422,0.00005419424,0.00005383073,0.0004181776,0.00009026341,0.0003693233,0.1154096,0.00004299404,0.0001269285,0.01011108],"study_design_scores_gemma":[0.00001424412,0.0008593591,0.9712506,0.0000118699,0.00006433504,0.001646293,0.0001794924,0.002076152,0.02342311,0.00006361384,0.0004030108,0.00000796788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989179,0.0003771998,0.0004248183,0.0000142353,0.00000377725,0.000004702253,0.00006679111,0.000005725172,0.0001848588],"genre_scores_gemma":[0.9992862,0.0001453944,0.0002473802,0.00001334488,0.000006864106,0.000007944162,0.0001504117,0.000001891202,0.0001405318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008617862,"threshold_uncertainty_score":0.002883017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2069448883187006,"score_gpt":0.413790967142901,"score_spread":0.2068460788242004,"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."}}