{"id":"W4360616029","doi":"10.1016/j.healun.2023.03.009","title":"Pulmonary epithelial markers in phenotypes of chronic lung allograft dysfunction","year":2023,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; Cystic Fibrosis Canada; Cystic Fibrosis Foundation","keywords":"Medicine; Bronchiolitis obliterans; Bronchoalveolar lavage; Phenotype; Lung; Pathology; Pulmonary function testing; Lung transplantation; Gastroenterology; Immunology; Internal medicine; Gene; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001543311,0.0003457786,0.0005214086,0.001580212,0.000345686,0.001938579,0.00046852,0.0008002151,0.001035919],"category_scores_gemma":[0.00197211,0.0001734955,0.0003568174,0.00103401,0.0005421746,0.0007943613,0.0008948458,0.0008131473,0.0002474642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003701074,"about_ca_system_score_gemma":0.0002758377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005262485,"about_ca_topic_score_gemma":0.0007260076,"domain_scores_codex":[0.9988145,0.000423181,0.0001208658,0.0001502223,0.0002414383,0.0002497858],"domain_scores_gemma":[0.9984564,0.0002706194,0.0006151465,0.0001240175,0.0002513767,0.000282441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001295796,0.0002214051,0.9656622,0.00009666939,0.00009397332,0.0002949871,0.0002253252,0.0001170416,0.01936118,0.0002454235,0.0001630165,0.01222312],"study_design_scores_gemma":[0.00002300174,0.0006364001,0.9853715,0.00004960489,0.0001175323,0.00138075,0.0008806455,0.0004977398,0.009688686,0.0002707254,0.001069824,0.0000134999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995212,0.002260242,0.0006948351,0.0001173505,0.0000310602,0.00003478382,0.0002474333,0.00001570616,0.001386697],"genre_scores_gemma":[0.9989424,0.0002664171,0.0002501373,0.00004501877,0.00002205305,0.00001795355,0.0001687379,0.000002888556,0.0002845201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001938579,"threshold_uncertainty_score":0.008161902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322129406502068,"score_gpt":0.2939375116031242,"score_spread":0.2807162175381035,"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."}}