{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001043922,0.00008227323,0.0002296748,0.0002215733,0.00004924901,0.000005027772,0.00003921083,0.00005142563,0.00002482325],"category_scores_gemma":[0.00001007706,0.00005364183,0.00007201733,0.0002420471,0.00005038457,0.0001200149,0.000002221941,0.0001773887,0.000001393008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002619287,"about_ca_system_score_gemma":0.00006331552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005571365,"about_ca_topic_score_gemma":0.00004386505,"domain_scores_codex":[0.9990711,0.0001557316,0.0003730447,0.00006421441,0.0002125248,0.0001233965],"domain_scores_gemma":[0.9994305,0.0003085414,0.0001086935,0.00006072438,0.00004979442,0.00004170946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01574229,0.0001890826,0.3606985,0.003835356,0.0003891384,0.0003177195,0.008240827,0.001798672,0.5850497,0.0002447037,0.000435254,0.02305879],"study_design_scores_gemma":[0.002034157,0.0002971642,0.9847496,0.0005425508,0.0005719046,0.00109261,0.0003579311,0.004332578,0.005692785,0.0001400246,0.0001201976,0.00006850115],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993315,0.001316302,0.003152337,0.001635667,0.0002528827,0.0001834617,0.00001099184,0.00001309733,0.0001202827],"genre_scores_gemma":[0.9934946,0.005545354,0.0006684266,0.00005991122,0.0001350952,0.000001569346,0.00001990581,0.000009728814,0.00006536397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6240512,"threshold_uncertainty_score":0.218745,"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."}}