{"id":"W3174701721","doi":"10.1148/rg.2021200173","title":"Imaging Course of Lung Transplantation: From Patient Selection to Postoperative Complications","year":2021,"lang":"en","type":"article","venue":"Radiographics","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Island Health","funders":"","keywords":"Medicine; Life expectancy; Lung transplantation; Lung; Transplantation; Intensive care medicine; Quality of life (healthcare); Stage (stratigraphy); Disease; Surgery; Population; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006794969,0.0001055589,0.0002181974,0.0001446809,0.00009180187,0.0000133777,0.0000367697,0.00003965142,0.00005336599],"category_scores_gemma":[0.00001484525,0.0000994046,0.000126576,0.0007648006,0.00003980284,0.00006326308,0.000003781811,0.0001159418,0.000001775606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000019926,"about_ca_system_score_gemma":0.0001060129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009556053,"about_ca_topic_score_gemma":0.0001013689,"domain_scores_codex":[0.9991507,0.00008073711,0.0002609115,0.0002135719,0.0001764,0.0001177051],"domain_scores_gemma":[0.9991945,0.0001591395,0.00005408446,0.0001615486,0.0003243146,0.000106383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001550765,0.0002748801,0.9122773,0.0001044125,0.0002863003,0.00006147121,0.007552722,0.000148716,0.06448914,0.003075278,0.0005501288,0.01102453],"study_design_scores_gemma":[0.0009043845,0.00008416383,0.9476363,0.0001744345,0.0003941835,0.000183685,0.0006699151,0.0009248215,0.04712305,0.0001567329,0.00161023,0.0001380816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8525788,0.001069701,0.1380584,0.006592141,0.0001974936,0.0003596935,0.0003484219,0.00006431575,0.0007311245],"genre_scores_gemma":[0.9364902,0.000426489,0.06093785,0.001638095,0.00003584976,0.00002108298,0.0004189659,0.00001436642,0.00001705166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08391152,"threshold_uncertainty_score":0.4053602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461260503473528,"score_gpt":0.3176610493850299,"score_spread":0.3030484443502947,"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."}}