A Proposed Approach to Chronic Airway Disease (CAD) Using Therapeutic Goals and Treatable Traits: A Look to the Future
Bibliographic record
Abstract
Luis Pérez de Llano,1 Marc Miravitlles,2 Rafael Golpe,1 Francisco Javier Alvarez-Gutiérrez,3 Carolina Cisneros,4 Carlos Almonacid,5 Eva Martinez-Moragon,6 Francisco-Javier Gonzalez-Barcala,7 David Ramos-Barbón,8 Vicente Plaza,8 Jose Luis Lopez-Campos,3 Juan Pablo de-Torres,9 Ciro Casanova,10 Juan Luis Garcia Rivero,11 Juan Rodriguez Hermosa,12 Myriam Calle Rubio,12 Juan Jose Soler-Cataluña,13 Borja G Cosio14 1Pneumology Service, University Hospital Lucus Augusti, Lugo, EOXI Cervo, Lugo, Monforte, Spain; 2Pneumology Service, Hospital Universitari Vall d’Hebron, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Barcelona Hospital Campus, CIBERES, Barcelona, Spain; 3Pneumology Service, Hospital Universitario Virgen del Rocio, Seville, Spain; 4Pneumology Service, La Princesa University Hospital, Madrid, Research Institute La Princesa IIP, Madrid, Spain; 5Pneumology Service, Ramón y Cajal Hospital (Ramon y Cajal Health Research Institute, IRYCIS), Madrid, Spain; 6Pneumology Service, Hospital Universitario Dr Peset, Valencia, Spain; 7Faculty of Medicine at the University of Santiago de Compostela, Pneumology Service of the University Clinical Hospital of Santiago de Compostela, CIBERES, Santiago de Compostela, Spain; 8Pneumology Service, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain; 9Division of Respirology and Sleep Medicine, Queen’s University, Canada, ON, Canada; 10Pneumology Service, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz De Tenerife, Spain; 11Pneumology Service, Hospital de Laredo, Laredo, Spain; 12Pneumology Service and Faculty of Medicine, Hospital Clínico San Carlos, Complutense University of Madrid, Madrid, Spain; 13Pneumology Service, Hospital Arnau de Vilanova, Valencia, Spain; 14Pneumology Service, Son Espases University Hospital, IdISBa, CIBERES, Clínica Quirón-Rotger, Palma, SpainCorrespondence: Borja G CosioPneumology Service, Hospital Universitario Son Espases, IdISBa, CIBERES, Clínica Quirón-Rotger, Ctra. de Valldemossa 79, Palma de Mallorca 07010, SpainTel +34 871 206714 Ext 76714Fax +34 871 909724Email borja.cosio@ssib.esAbstract: Chronic airflow obstruction affects a wide range of airway diseases, the most frequent of which are asthma, COPD, and bronchiectasis; they are clearly identifiable in their extremes, but quite frequently overlap in some of their pathophysiological and clinical characteristics. This has generated the description of new mixed or overlapping disease phenotypes with no clear biological grounds. In this special article, a group of experts provides their perspective and proposes approaching the treatment of chronic airway disease (CAD) through the identification of a series of therapeutic goals (TG) linked to treatable traits (TT) – understood as clinical, physiological, or biological characteristics that are quantifiable using biomarkers. This therapeutic approach needs validating in a clinical trial with the strategy of identification of TG and treatment according to TT for each patient independently of their prior diagnosis.Keywords: airflow obstruction, biomarker, personalised medicine, COPD asthma overlap
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".