{"id":"W3009577742","doi":"10.1111/tri.13375","title":"Increasing pre-transplant confidence and safety for use of questionable donor lungs with <i>ex-situ</i> assessment and reconditioning","year":2018,"lang":"en","type":"letter","venue":"Transplant International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung transplantation; Transplantation; Lung; Airway; Quality of life (healthcare); Surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004800393,0.000358713,0.0006167846,0.0002340077,0.0001264741,0.00008957548,0.0001220328,0.00033949,0.0001190683],"category_scores_gemma":[0.00002084275,0.0002946012,0.0001044367,0.00005835525,0.0002588941,0.0003244847,0.000008827076,0.0005489155,8.894041e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007814368,"about_ca_system_score_gemma":0.0002171082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004236096,"about_ca_topic_score_gemma":0.0001081914,"domain_scores_codex":[0.9979595,0.0001187718,0.0006036507,0.0005375937,0.0005037251,0.0002767858],"domain_scores_gemma":[0.9976472,0.001468921,0.0002817712,0.0001809579,0.0003236477,0.00009754446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02985766,0.000457951,0.8605601,0.01744055,0.006818783,0.001522733,0.004725801,0.0001248237,0.01135217,0.01519665,0.04646377,0.00547906],"study_design_scores_gemma":[0.01771497,0.002447062,0.7197595,0.03407142,0.00636821,0.01698505,0.00008720408,0.002945536,0.00536937,0.001058109,0.1911163,0.002077306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3153213,0.0007777842,0.491699,0.1618922,0.001562843,0.004081815,0.02252401,0.000240966,0.001900187],"genre_scores_gemma":[0.2438349,0.008488326,0.5911109,0.1203582,0.003722187,0.0003314524,0.02893539,0.0002458243,0.00297284],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1446525,"threshold_uncertainty_score":0.9999506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03117811925398423,"score_gpt":0.3275461671758836,"score_spread":0.2963680479218994,"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."}}