{"id":"W3123476210","doi":"10.1016/j.jtcvs.2020.12.045","title":"Commentary: Bruised donor lungs—they may not be pretty, but they will still work","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Transplantation; Lung transplantation; Lung; Polytrauma; Pulmonary function testing; Surgery; Pathology; Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005150052,0.0009340686,0.002120574,0.0008376309,0.005412884,0.004657276,0.002336726,0.07866004,0.008396572],"category_scores_gemma":[0.04046682,0.0008523145,0.001477754,0.000855292,0.003489456,0.00494103,0.001826617,0.06573977,0.008205831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005990642,"about_ca_system_score_gemma":0.008568281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008642429,"about_ca_topic_score_gemma":0.01270356,"domain_scores_codex":[0.9950764,0.001479248,0.0006314774,0.000645798,0.00145499,0.0007122188],"domain_scores_gemma":[0.9833613,0.009151356,0.001111594,0.0003621807,0.003157883,0.002855673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005321752,0.00001853317,0.0003295066,0.00005078003,0.0000128591,0.0009609038,0.00009576596,0.00003423948,0.00006627425,0.001133717,0.9942638,0.002980358],"study_design_scores_gemma":[0.0002357318,0.00009237536,0.001512047,0.0009073782,0.00007025731,0.003292021,0.0006825306,0.0005315572,0.0002413415,0.009768971,0.9825237,0.0001420717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001909143,0.0005147722,0.00003193685,0.979466,0.01877118,0.000007297986,0.00004395859,0.00001151694,0.0009624735],"genre_scores_gemma":[0.00161642,0.0004420603,0.00008625494,0.9599869,0.03506275,0.00002436787,0.00001891267,0.00001239796,0.002749946],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07866004,"threshold_uncertainty_score":0.04346532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03999106342315628,"score_gpt":0.3028512218816692,"score_spread":0.262860158458513,"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."}}