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Unicentric retrospective study designed to analyses the performance of various machine learning approaches to predict patterns of chronic respiratory diseases such as asthma, based mainly on clinical information and respiratory spirometry/oscillometry.
Impulse oscillometry is a technique that allows evaluation of pulmonary mechanics through the application of sound waves of different frequencies, collecting the oscillations produced in the patient in response. The use of mathematical algorithms in the interpretation of oscillometry improves the evaluation of pulmonary function. The aim of the present study is to evaluate machine learning approaches to recognize respiratory patterns of different diseases.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Oscillometry | Compare oscillometry results with spirometryClick to apply |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| 1 | Other | Compare oscillometry results with spirometryClick to apply |
|
| Measure | Description | Time Frame |
|---|---|---|
| Oscillometric breathing pattern | Analyze results obtained | 1 year |
| Measure | Description | Time Frame |
|---|---|---|
| Respiratory pattern spirometry | Forced expiratory volume in 1 second | 1 year |
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Inclusion Criteria:
Exclusion Criteria:
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Patients with asthma or COPD
| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Astrid Crespo, PhD | Contact | +34-935565972 | acrespo@santpau.cat | |
| Astrid Crespo-Lessmann, PhD | Contact | +34-935565972 | acrespo@santpau.cat |
| Name | Affiliation | Role |
|---|---|---|
| Astrid Crespo-Lessmann, PhD | Fundació Institut de Recerca de l'Hospital de la Santa Creu i Sant Pau | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Hospital de la Santa Creu i Sant Pau | Recruiting | Barcelona | 08041 | Spain |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 25180727 | Result | Bickel S, Popler J, Lesnick B, Eid N. Impulse oscillometry: interpretation and practical applications. Chest. 2014 Sep;146(3):841-847. doi: 10.1378/chest.13-1875. | |
| 21354020 | Result | Komarow HD, Myles IA, Uzzaman A, Metcalfe DD. Impulse oscillometry in the evaluation of diseases of the airways in children. Ann Allergy Asthma Immunol. 2011 Mar;106(3):191-9. doi: 10.1016/j.anai.2010.11.011. Epub 2011 Jan 6. |
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| 14680096 | Result | Oostveen E, MacLeod D, Lorino H, Farre R, Hantos Z, Desager K, Marchal F; ERS Task Force on Respiratory Impedance Measurements. The forced oscillation technique in clinical practice: methodology, recommendations and future developments. Eur Respir J. 2003 Dec;22(6):1026-41. doi: 10.1183/09031936.03.00089403. |
| 23691036 | Result | Schulz H, Flexeder C, Behr J, Heier M, Holle R, Huber RM, Jorres RA, Nowak D, Peters A, Wichmann HE, Heinrich J, Karrasch S; KORA Study Group. Reference values of impulse oscillometric lung function indices in adults of advanced age. PLoS One. 2013 May 15;8(5):e63366. doi: 10.1371/journal.pone.0063366. Print 2013. |