{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001953694,0.0001086249,0.0003514658,0.000116175,0.00003910456,0.00002294427,0.00002895698,0.00002531304,0.00001704685],"category_scores_gemma":[0.00001973711,0.00008944418,0.0001053691,0.0001679687,0.0001430148,0.0001724554,0.000003638676,0.0001171313,1.325196e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003164415,"about_ca_system_score_gemma":0.00007225884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000042802,"about_ca_topic_score_gemma":0.00001562051,"domain_scores_codex":[0.9990087,0.0001188987,0.0003659069,0.0001261322,0.0002595334,0.0001208762],"domain_scores_gemma":[0.9991149,0.0002300456,0.0001508052,0.00008156379,0.0002589363,0.0001638062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001726239,0.00008774762,0.96084,0.001577849,0.0004167311,0.001190268,0.003792765,0.00002547134,0.006643756,0.0002661571,0.000005616192,0.02342733],"study_design_scores_gemma":[0.001885855,0.0006087495,0.9843717,0.000625998,0.001498292,0.0009287032,0.003614088,0.00001800277,0.006318418,0.00002754311,0.00001137617,0.00009122909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881902,0.0009380538,0.01040637,0.0001640909,0.000142936,0.00007634063,0.00004253098,0.000005414039,0.00003410236],"genre_scores_gemma":[0.9606152,0.005194769,0.03405616,0.00005218552,0.00003676316,7.99726e-7,0.0000271997,0.00001217525,0.000004765036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02757498,"threshold_uncertainty_score":0.3647428,"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."}}