{"id":"W4416747007","doi":"10.1183/13993003.00182-2025","title":"Reduced lung fluid club cell secretory protein informs chronic lung allograft dysfunction risk","year":2025,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"National Institutes of Health; Cystic Fibrosis Foundation","keywords":"Lung; Lung transplantation; Club; Cell; Secretory protein; Lung disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008158287,0.0003645647,0.000488998,0.0005149284,0.0002812757,0.0008121797,0.0003881669,0.0004848181,0.001828697],"category_scores_gemma":[0.002690306,0.0001581265,0.0005365867,0.0005119199,0.0003614065,0.0002957599,0.0005286011,0.0006795896,0.0002728556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002423608,"about_ca_system_score_gemma":0.0003408507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378474,"about_ca_topic_score_gemma":0.001320192,"domain_scores_codex":[0.9995326,0.0001207323,0.0000369663,0.0001499656,0.00007969446,0.00008003667],"domain_scores_gemma":[0.9970462,0.001046662,0.001092375,0.0002296457,0.0001909561,0.0003941182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003680182,0.00001671707,0.9966741,0.00001345478,0.00005709444,0.00003840812,0.00001206633,0.0001910376,0.001115939,0.00001507461,0.00006835389,0.001429762],"study_design_scores_gemma":[0.00001135967,0.0001451137,0.9951093,0.00001123646,0.000102404,0.0003689818,0.00005896197,0.003144709,0.0006588456,0.0001634509,0.0002183386,0.000007211599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982247,0.000471908,0.0006320699,0.00006481153,0.000008968576,0.000004694027,0.00036225,0.00001359257,0.0002170443],"genre_scores_gemma":[0.9994255,0.00006355418,0.0001782855,0.0000158071,0.000008821938,0.000003401702,0.0002519134,0.000002549891,0.00005021388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001828697,"threshold_uncertainty_score":0.006117582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298862391836541,"score_gpt":0.2855630385012488,"score_spread":0.2725744145828833,"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."}}