{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003034649,0.0001258441,0.0005130105,0.0001857673,0.00003697376,0.000005981412,0.00005772632,0.0001356413,0.00005979616],"category_scores_gemma":[0.0005846222,0.00009664624,0.0001816519,0.0001681704,0.00005910053,0.0001515141,0.00002095994,0.0002229712,0.000006467641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000492901,"about_ca_system_score_gemma":0.00007819847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001138277,"about_ca_topic_score_gemma":0.00000134442,"domain_scores_codex":[0.9982059,0.0002414039,0.0007649173,0.0002381302,0.0003045911,0.0002450703],"domain_scores_gemma":[0.9986771,0.0006742372,0.0001846902,0.0002375569,0.0001131562,0.0001132417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004820687,0.000140553,0.950286,0.0007412176,0.000008754498,0.00001235236,0.000113531,0.000006870894,0.02760262,0.00003105677,0.0003488048,0.02022612],"study_design_scores_gemma":[0.0004762804,0.00009854822,0.7300633,0.002022837,0.00001464344,0.000006331974,0.00002561603,0.001160746,0.2653352,0.00003199235,0.0006656848,0.00009884268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972941,0.0002315448,0.0005736186,0.0006034721,0.0002138127,0.0003439903,0.000004243625,0.00003796254,0.0006972964],"genre_scores_gemma":[0.9940802,0.000723247,0.004385312,0.0003267295,0.000205134,0.00001956526,0.00001844159,0.00001705648,0.0002242941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2377326,"threshold_uncertainty_score":0.3941119,"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."}}