{"id":"W3166509050","doi":"10.1111/ajt.16719","title":"Critical care and ventilatory management of deceased organ donors impact lung use and recipient graft survival","year":2021,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Health Resources and Services Administration; Arnold Ventures; U.S. Department of Veterans Affairs","keywords":"Medicine; Lung; Lung transplantation; Mechanical ventilation; Observational study; Intensive care medicine; Intensive care unit; Internal medicine; Organ donation; Transplantation; Surgery","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":[0.00136572,0.0002523457,0.0004113657,0.0003906724,0.0004128292,0.002101174,0.0005928828,0.0007032647,0.004846288],"category_scores_gemma":[0.006680746,0.0001268273,0.0008661081,0.0004264336,0.0004236648,0.001200845,0.001172788,0.001558029,0.0002842796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009014261,"about_ca_system_score_gemma":0.001413938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002305395,"about_ca_topic_score_gemma":0.003652027,"domain_scores_codex":[0.9986935,0.0004767567,0.0001358948,0.0001489764,0.0002021811,0.0003427413],"domain_scores_gemma":[0.9942226,0.00193089,0.002285996,0.0002397803,0.000277101,0.001043657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001222706,0.0005717457,0.9781871,0.00007151833,0.000311243,0.0001265453,0.000174595,0.0001838265,0.0004541831,0.0003352251,0.0004825566,0.01787877],"study_design_scores_gemma":[0.00004706157,0.0006088046,0.9963289,0.0001042432,0.0001856069,0.000265361,0.0006411709,0.0004156654,0.000303037,0.000520203,0.0005671956,0.00001276526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944103,0.002658052,0.0001725319,0.0007063664,0.00008330093,0.00001542633,0.0002481741,0.000005476636,0.00170021],"genre_scores_gemma":[0.9985586,0.0004323708,0.000122823,0.0001600619,0.0001001896,0.000007564486,0.0001913873,0.000004114183,0.0004228785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004846288,"threshold_uncertainty_score":0.0162124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910075902986347,"score_gpt":0.350269791739758,"score_spread":0.3311690327098946,"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."}}