{"id":"W2062157395","doi":"10.1067/mtc.2002.120345","title":"Marginal donor lungs: A reassessment","year":2002,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":212,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Medicine; Surgery; Lung transplantation; Economic shortage; Lung; Guideline; Retrospective cohort study; Bronchoscopy; Lung function; Transplantation; Internal medicine; Pathology","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":[0.001963291,0.0001284329,0.0007782924,0.0002005117,0.00005576544,0.00003040028,0.00004251275,0.00006873404,0.0001405014],"category_scores_gemma":[0.00008264577,0.00009240277,0.001286592,0.0001489667,0.00004117574,0.0001449135,0.000009501598,0.000220517,0.000005230459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002727818,"about_ca_system_score_gemma":0.0000489682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007037395,"about_ca_topic_score_gemma":2.802933e-7,"domain_scores_codex":[0.9985324,0.0002011879,0.0004273072,0.0001304708,0.0005368805,0.0001717517],"domain_scores_gemma":[0.9991006,0.0002100187,0.00013758,0.0002112355,0.0001460497,0.0001944852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003565101,0.0001199487,0.1412494,0.0005356284,0.003501982,0.002748533,0.0002664829,0.00001625522,0.0001366324,0.00003337877,0.003016005,0.8480192],"study_design_scores_gemma":[0.001705755,0.000295965,0.8121608,0.001354581,0.007137218,0.03429337,0.0006355959,0.0001468553,0.001314234,0.0001744032,0.140292,0.0004892287],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.854985,0.1076223,0.03230996,0.001565743,0.000932604,0.0001773986,0.000005350815,0.00002751288,0.00237412],"genre_scores_gemma":[0.9665235,0.01933985,0.01279446,0.0002872157,0.0006089222,0.000002929188,0.000001911355,0.00002072108,0.000420495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.84753,"threshold_uncertainty_score":0.3768076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04382056017329804,"score_gpt":0.3151490173020467,"score_spread":0.2713284571287486,"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."}}