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Machine learning algorithms for the evaluation of the effect of inspiratory muscle training on the aerobic response in recreational cyclists.

Grant number: 19/10749-5
Support Opportunities:Scholarships in Brazil - Post-Doctoral
Start date: September 01, 2019
End date: August 31, 2023
Field of knowledge:Health Sciences - Physiotherapy and Occupational Therapy
Principal Investigator:Aparecida Maria Catai
Grantee:Patrícia Rehder dos Santos
Host Institution: Centro de Ciências Biológicas e da Saúde (CCBS). Universidade Federal de São Carlos (UFSCAR). São Carlos , SP, Brazil
Associated research grant:16/22215-7 - Impact of inspiratory muscle training and aging on metabolic mapping, autonomic modulation, and cardiovascular, respiratory and metabolic responses, and prediction of cardiorespiratory health through wearables, AP.TEM

Abstract

Low levels of aerobic fitness may be associated with limitations in the supply of oxygen to the active muscles. With the advancement of signal processing techniques, such as machine learning, the dynamic response of the aerobic system can be evaluated systematically, before and after therapeutic interventions. New analysis tools can be used to detect changes in general physical health with direct applicability in physical intervention programs, such as the one proposed here. It is expected that new machine learning algorithms will be able to better understand effects of inspiratory muscle training (IMT) on the aerobic response. By combining variables related to peripheral and central responses, in combination with pulmonary oxygen consumption (p.VO2pico), it will be possible to investigate the exact influence of the training proposed on the aerobic response.

News published in Agência FAPESP Newsletter about the scholarship:
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Scientific publications
(The scientific publications listed on this page originate from the Web of Science or SciELO databases. Their authors have cited FAPESP grant or fellowship project numbers awarded to Principal Investigators or Fellowship Recipients, whether or not they are among the authors. This information is collected automatically and retrieved directly from those bibliometric databases.)
REHDER-SANTOS, PATRICIA; ABREU, RAPHAEL M.; SIGNINI, ETORE DE F.; DA SILVA, CLAUDIO D.; SAKAGUCHI, CAMILA A.; DATO, CARLA C.; CATAI, APARECIDA M.. Moderate- and High-Intensity Inspiratory Muscle Training Equally Improves Inspiratory Muscle Strength and Endurance-A Double-Blind Randomized Controlled Trial. INTERNATIONAL JOURNAL OF SPORTS PHYSIOLOGY AND PERFORMANCE, v. 16, n. 8, p. 1111-1119, . (19/10749-5, 16/22215-7, 19/03669-5)
GALDINO, GABRIELA AGUIAR MESQUITA; REHDER-SANTOS, PATRICIA; LINARES, STEPHANIE NOGUEIRA; BELTRAME, THOMAS; CATAI, APARECIDA MARIA. Cerebral oxygenation during cardiopulmonary exercise testing in cardiorespiratory diseases: A systematic review. HEART & LUNG, v. 59, p. 10-pg., . (19/10749-5)
RAMPAZO, ERIKA P.; REHDER-SANTOS, PATRICIA; DE ANDRADE, ANA LAURA M.; CATAI, APARECIDA M.; LIEBANO, RICHARD E.. Cardiac autonomic response to acute painful stimulus in individuals with chronic neck pain: A case-control study. MUSCULOSKELETAL SCIENCE AND PRACTICE, v. 73, p. 7-pg., . (19/10749-5, 17/26447-2)