Validity and Reliability of Different Smartphones Applications to Measure HRV during Short and Ultra-Short Measurements in Elite Athletes
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BACKGROUND AND OBJECTIVE: Heart rate variability (HRV) has been proposed as a useful marker that can show the performance adaptation and optimize the training process in elite athletes. The development of wearable technology permits the measurement of this marker through smartphone applications. The purpose of this study is to assess the validity and reliability of short and ultra-short HRV measurements in elite cyclists using different smartphone applications. METHOD: Twenty-six professional cyclists were measured at rest in supine and in seated positions through the simultaneous use of an electrocardiogram and two different smartphone applications that implement different technologies to measure HRV: Elite HRV (with a chest strap) and Welltory (photoplethysmography). Level of significance was set at p < 0.05. RESULTS: Compared to an electrocardiogram, Elite HRV and Welltory showed no differences neither in supine nor in seated positions (p > 0.05) and they showed very strong to almost perfect correlation levels (r = 0.77 to 0.94). Furthermore, no differences were found between short (5 min) and ultra-short (1 min) length measurements. Intraclass correlation coefficient showed good to excellent reliability and the standard error of measurement remained lower than 6%. CONCLUSION: Both smartphone applications can be implemented to monitor HRV using short- and ultra-short length measurements in elite endurance athletes.
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A more recent study found no differences in the results of the Polar H10 compared to ECG when Kubios HRV software was used to obtain HRV data during resting condition in supine and seated positions.
“There were no differences observed in the results of the Polar H10 in comparison to the ECG when Kubios HRV software was used to obtain HRV data.”
From Validity of the Polar H10 Sensor for Heart Rate Variability Analysis during Resting State and Incremental Exercise in Recreational Men and Women (2022) · cites this paper as [10]
Cites
Intraclass correlations: Uses in assessing rater reliability.
Shrout, P. E., & Fleiss, J. L. (1979) · Psychological Bulletin · doi:10.1037/0033-2909.86.2.420 · Cited by 23,433 · see citing works
Foundations of Clinical Research: Applications to Practice,
(2002) · Survey of Ophthalmology · doi:10.1016/s0039-6257(02)00362-4 · Cited by 9,485 · see citing works
Progressive Statistics for Studies in Sports Medicine and Exercise Science
HOPKINS, W. G., MARSHALL, S. W., BATTERHAM, A. M., & HANIN, J. (2009) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e31818cb278 · Cited by 9,128 · see citing works
Cohen, J. (1992) · Psychological Bulletin · doi:10.1037//0033-2909.112.1.155 · Cited by 8,771 · see citing works
Kubios HRV–heart rate variability analysis software.
Tarvainen, M. P., Niskanen, J.-P., Lipponen, J. A., Ranta-aho, P. O., & Karjalainen, P. A. (2014) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2013.07.024 · Cited by 2,720 · see citing works
JASP : Graphical Statistical Software for Common Statistical Designs
Love, J., Selker, R., Marsman, M., Jamil, T., Dropmann, D., Verhagen, J., Ly, A., Gronau, Q. F., Šmíra, M., Epskamp, S., et al. (2019) · Journal of Statistical Software · doi:10.18637/jss.v088.i02 · Cited by 1,020 · see citing works
How to Assess the Reliability of Measurements in Rehabilitation
Lexell, J. E., & Downham, D. Y. (2005) · American Journal of Physical Medicine & Rehabilitation · doi:10.1097/01.phm.0000176452.17771.20 · Cited by 629 · see citing works
Cardiac Parasympathetic Reactivation Following Exercise: Implications for Training Prescription
Stanley, J., Peake, J. M., & Buchheit, M. (2013) · Sports Medicine · doi:10.1007/s40279-013-0083-4 · Cited by 551 · see citing works
RR interval signal quality of a heart rate monitor and an ECG Holter at rest and during exercise
Gilgen-Ammann, R., Schweizer, T., & Wyss, T. (2019) · European Journal of Applied Physiology · doi:10.1007/s00421-019-04142-5 · Cited by 438 · see citing works
Endurance training guided individually by daily heart rate variability measurements
Kiviniemi, A. M., Hautala, A. J., Kinnunen, H. O., & Tulppo, M. P. (2007) · European Journal of Applied Physiology · doi:10.1007/s00421-007-0552-2 · Cited by 382 · see citing works
Lipponen, J. A., & Tarvainen, M. P. (2019) · Journal of Medical Engineering & Technology · doi:10.1080/03091902.2019.1640306 · Cited by 374 · see citing works
The role of heart rate variability in sports physiology
DONG, J.-G. (2016) · Experimental and Therapeutic Medicine · doi:10.3892/etm.2016.3104 · Cited by 334 · see citing works
Plews, D. J., Scott, B., Altini, M., Wood, M., Kilding, A. E., & Laursen, P. B. (2017) · International Journal of Sports Physiology and Performance · doi:10.1123/ijspp.2016-0668 · Cited by 323 · see citing works
Role of editing of R–R intervals in the analysis of heart rate variability
Peltola, M. A. (2012) · Frontiers in Physiology · doi:10.3389/fphys.2012.00148 · Cited by 306 · see citing works
Dobbs, W. C., Fedewa, M. V., MacDonald, H. V., Holmes, C. J., Cicone, Z. S., Plews, D. J., & Esco, M. R. (2019) · Sports Medicine · doi:10.1007/s40279-019-01061-5 · Cited by 194 · see citing works
Perrotta, A. S., Jeklin, A. T., Hives, B. A., Meanwell, L. E., & Warburton, D. E. R. (2017) · The Journal of Strength and Conditioning Research · doi:10.1519/jsc.0000000000001841 · Cited by 185 · see citing works
Mejía‐Mejía, E., Budidha, K., Abay, T. Y., May, J. M., & Kyriacou, P. A. (2020) · Frontiers in Physiology · doi:10.3389/fphys.2020.00779 · Cited by 172 · see citing works
Singh, N., Moneghetti, K. J., Christle, J. W., Hadley, D., Froelicher, V. F., & Plews, D. J. (2018) · Arrhythmia & Electrophysiology Review · doi:10.15420/aer.2018.30.2 · Cited by 152 · see citing works
Evaluating Training Adaptation With Heart-Rate Measures: A Methodological Comparison
Plews, D. J., Laursen, P. B., Kilding, A. E., & Buchheit, M. (2013) · International Journal of Sports Physiology and Performance · doi:10.1123/ijspp.8.6.688 · Cited by 151 · see citing works
Individual Endurance Training Prescription with Heart Rate Variability
Vesterinen, V., Nummela, A. T., Heikura, I. A., Laine, T., Hynynen, E., Botella, J., & Häkkinen, K. (2016) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000000910 · Cited by 125 · see citing works
Minimal Window Duration for Accurate HRV Recording in Athletes
Bourdillon, N., Schmitt, L., Yazdani, S., Vésin, J.-M., & Millet, G. P. (2017) · Frontiers in Neuroscience · doi:10.3389/fnins.2017.00456 · Cited by 125 · see citing works
Speer, K. E., Semple, S., Naumovski, N., & McKune, A. J. (2020) · European Journal of Investigation in Health Psychology and Education · doi:10.3390/ejihpe10010029 · Cited by 119 · see citing works
Flatt, A. A., & Esco, M. R. (2013) · Journal of Human Kinetics · doi:10.2478/hukin-2013-0071 · Cited by 115 · see citing works
Heart rate variability stabilization in athletes: towards more convenient data acquisition
Flatt, A. A., & Esco, M. R. (2015) · Clinical Physiology and Functional Imaging · doi:10.1111/cpf.12233 · Cited by 105 · see citing works
Pulse rate variability: a new biomarker, not a surrogate for heart rate variability
Yuda, E., Shibata, M., Ogata, Y., Ueda, N., Yambe, T., Yoshizawa, M., & Hayano, J. (2020) · Journal of PHYSIOLOGICAL ANTHROPOLOGY · doi:10.1186/s40101-020-00233-x · Cited by 92 · see citing works
Training Prescription Guided by Heart-Rate Variability in Cycling
Javaloyes, A., Sarabia, J. M., Lamberts, R. P., & Moya‐Ramón, M. (2018) · International Journal of Sports Physiology and Performance · doi:10.1123/ijspp.2018-0122 · Cited by 81 · see citing works
Morelli, D., Rossi, A., Cairo, M., & Clifton, D. A. (2019) · Sensors · doi:10.3390/s19143163 · Cited by 76 · see citing works
Esco, M. R., Williford, H. N., Flatt, A. A., Freeborn, T. J., & Nakamura, F. Y. (2017) · European Journal of Applied Physiology · doi:10.1007/s00421-017-3759-x · Cited by 66 · see citing works
Choi, A., & Shin, H. (2018) · Frontiers in Physiology · doi:10.3389/fphys.2018.00922 · Cited by 65 · see citing works
Javaloyes, A., Sarabia, J. M., Lamberts, R. P., Plews, D. J., & Moya‐Ramón, M. (2019) · The Journal of Strength and Conditioning Research · doi:10.1519/jsc.0000000000003337 · Cited by 50 · see citing works
Nakamura, F. Y., Antunes, P., Nunes, C., Costa, J. A., Esco, M. R., & Travassos, B. F. R. (2018) · The Journal of Strength and Conditioning Research · doi:10.1519/jsc.0000000000002910 · Cited by 45 · see citing works
Validity of a Smartphone Application and Chest Strap for Recording RR Intervals at Rest in Athletes
Pereira, R. D. A., Alves, J. L. D. B., Silva, J. H. D. C., Costa, M. D. S., & Silva, A. S. (2020) · International Journal of Sports Physiology and Performance · doi:10.1123/ijspp.2019-0406 · Cited by 39 · see citing works
12-lead Holter electrocardiography
Su, L., Borov, S., & Zrenner, B. (2013) · Herzschrittmachertherapie + Elektrophysiologie · doi:10.1007/s00399-013-0268-4 · Cited by 32 · see citing works
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Schaffarczyk, M., Rogers, B., Reer, R., & Gronwald, T. (2022) · Sensors · doi:10.3390/s22176536 · Cited by 349 · see citing works
Li, K., Cardoso, C., Moctezuma-Ramirez, A., Elgalad, A., & Perin, E. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20247146 · Cited by 160 · see citing works
Practices and Applications of Heart Rate Variability Monitoring in Endurance Athletes
Lundstrom, C. J., Foreman, N. A., & Biltz, G. R. (2022) · International Journal of Sports Medicine · doi:10.1055/a-1864-9726 · Cited by 122 · see citing works
Besson, C., Baggish, A. L., Monteventi, P., Schmitt, L., Stucky, F., & Grémeaux, V. (2025) · Scientific Reports · doi:10.1038/s41598-025-89892-3 · Cited by 74 · see citing works
Validity of Ultra-Short-Term HRV Analysis Using PPG—A Preliminary Study
Taoum, A., Bisiaux, A., Tilquin, F., Guillou, Y. L., & Carrault, G. (2022) · Sensors · doi:10.3390/s22207995 · Cited by 37 · see citing works
Rubio‐Arias, J. Á., Verdejo-Herrero, A., Andreu‐Caravaca, L., & Ramos‐Campo, D. J. (2024) · Virtual Reality · doi:10.1007/s10055-024-00981-6 · Cited by 34 · see citing works
Validity and Efficacy of the Elite HRV Smartphone Application during Slow-Paced Breathing
Vondrasek, J. D., Riemann, B. L., Grosicki, G. J., & Flatt, A. A. (2023) · Sensors · doi:10.3390/s23239496 · Cited by 35 · see citing works
The Fine-Tuning Approach for Training Monitoring
Boullosa, D. A., Claudino, J. G., Fernández-Fernández, J., Bok, D., Loturco, I., Stults‐Kolehmainen, M., García-López, J., & Foster, C. (2023) · International Journal of Sports Physiology and Performance · doi:10.1123/ijspp.2023-0154 · Cited by 27 · see citing works
Validity of a Smartphone Application in Calculating Measures of Heart Rate Variability
Himariotis, A. T., Coffey, K. F., Noel, S. E., & Cornell, D. J. (2022) · Sensors · doi:10.3390/s22249883 · Cited by 30 · see citing works
Liu, S., Cui, Y., & Chen, M. (2025) · Frontiers in Cardiovascular Medicine · doi:10.3389/fcvm.2025.1630668 · Cited by 26 · see citing works
Heartbeats and high scores: esports triggers cardiovascular and autonomic stress response
Ketelhut, S., & Nigg, C. R. (2024) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2024.1380903 · Cited by 24 · see citing works
Comparative Test of Cronbach's Alpha Reliability Coefficient, Kr-20, Kr-21, And Split-Half Method
Setyaedhi, H. S. (2024) · Journal of Education Research and Evaluation · doi:10.23887/jere.v8i1.68164 · Cited by 20 · see citing works
Pernigoni, M., Calleja-González, J., Lukonaitienė, I., Tessitore, A., Stanislovaitienė, J., Kamarauskas, P., & Conte, D. (2023) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2023.2195457 · Cited by 18 · see citing works
Aoyagi, K., Rivas, E., Shababi, R., Edwards, R. R., LaValley, M. P., Lechuga, J., Napadow, V., & Neogi, T. (2024) · Osteoarthritis and Cartilage Open · doi:10.1016/j.ocarto.2024.100545 · Cited by 15 · see citing works
Casanova‐Lizón, A., Manresa‐Rocamora, A., Sarabia, J. M., Pastor, D., Javaloyes, A., Peña‐González, I., & Moya‐Ramón, M. (2025) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2025.1578478 · Cited by 16 · see citing works
Pernigoni, M., Perazzetti, A., Digno, M., Tessitore, A., Kamandulis, S., & Conte, D. (2024) · International Journal of Sports Physiology and Performance · doi:10.1123/ijspp.2024-0085 · Cited by 14 · see citing works
Yin, F., Hongsen, N., Shin, Y. K., Li, Y., Kim, E., & Kim, N. (2023) · Nano Energy · doi:10.1016/j.nanoen.2023.109039 · Cited by 13 · see citing works
Coates, A. M., Thompson, K. M. A., Grigore, M. M., Baker, R. E., Pignanelli, C., Robertson, A. A., Frangos, S. M., Cheung, C. P., & Burr, J. (2023) · Scandinavian Journal of Medicine & Science in Sports · doi:10.1111/sms.14551 · Cited by 14 · see citing works
Ketelhut, S., Querciagrossa, D., Bisang, X. J. B., Metry, X., Borter, E., & Nigg, C. R. (2023) · Scientific Reports · doi:10.1038/s41598-023-44902-0 · Cited by 14 · see citing works
Classification of exercise fatigue levels by multi-class SVM from ECG and HRV
Chen, Y., Ge, H., Su, X., & Ma, X. (2024) · Medical & Biological Engineering & Computing · doi:10.1007/s11517-024-03116-w · Cited by 12 · see citing works
McAnirlin, O., Browning, M. H. E. M., Fasolino, T. K., Okamoto, K., Sharaievska, I., Thrift, J. R., & Pope, J. K. (2024) · Wellbeing Space and Society · doi:10.1016/j.wss.2024.100212 · Cited by 11 · see citing works
Birk, J. L., Cumella, R., Veneros, D. L., Agarwal, S., & Kronish, I. M. (2024) · Contemporary Clinical Trials Communications · doi:10.1016/j.conctc.2023.101251 · Cited by 11 · see citing works
Wesolowski, E., Ahmed, Z., & Pietro, V. D. (2024) · Frontiers in Neurology · doi:10.3389/fneur.2023.1285937 · Cited by 10 · see citing works
Pernigoni, M., Kreivytė, R., Lukonaitienė, I., Toper, C. R., Kamandulis, S., & Conte, D. (2023) · Journal of Sports Sciences · doi:10.1080/02640414.2023.2296718 · Cited by 10 · see citing works
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Maset-Roig, R., Caplliure‐Llopis, J., de Bernardo, N., Privado, J., Alarcón-Jiménez, J., Martín-Ruiz, J., Botella-Navas, M., Villarón-Casales, C., Sancho-Cantus, D., & Ortí, J. E. D. L. R. (2024) · Sensors · doi:10.3390/s24072355 · Cited by 9 · see citing works
Yang, J., & Ben‐Menachem, E. (2023) · Journal of Clinical Monitoring and Computing · doi:10.1007/s10877-023-01080-8 · Cited by 9 · see citing works
Rogers, D. W., Himariotis, A. T., Sherriff, T. J., Proulx, Q. J., Duong, M. T., Noel, S. E., & Cornell, D. J. (2025) · Sports · doi:10.3390/sports13020029 · Cited by 8 · see citing works
Johansson, H., Adderley, E., Clarke, S., McIntyre, P., Reilly, G., Caulfield, B., & Holden, S. (2026) · Frontiers in Physiology · doi:10.3389/fphys.2025.1707318 · Cited by 8 · see citing works
Breunissen, E. H. W., Groenveld, T. D., Garms, L. M., Bonnes, J., van Goor, H., & Damman, P. (2024) · Open Heart · doi:10.1136/openhrt-2024-002628 · Cited by 9 · see citing works
Diagnostic Efficacy of Ultra-Short Term HRV Analysis in Obstructive Sleep Apnea
Ha, S.-S., & Kim, D. (2022) · Journal of Personalized Medicine · doi:10.3390/jpm12091494 · Cited by 8 · see citing works
Teixeira, I. G., Verzola, M. R., Filipini, R. E., & Speretta, G. F. F. (2023) · Frontiers in Physiology · doi:10.3389/fphys.2023.1215006 · Cited by 7 · see citing works
Efficacy and Validity of the Elite HRV Smartphone Application During Slow-Paced BreathingPreprint
Vondrasek, J. D., Riemann, B. L., Grosicki, G. J., & Flatt, A. A. (2023) · Research Square · doi:10.21203/rs.3.rs-3139466/v1 · Cited by 7 · see citing works
LeBlanc, V. R., Mastoras, G., Hicks, C. M., Aucoin, P., O’Rielly, C. M., Petrosoniak, A., & Tavares, W. (2025) · Medical Education · doi:10.1111/medu.15629 · Cited by 7 · see citing works
Validity of the Polar H10 for Continuous Measures of Heart Rate and Heart Rate Synchrony Analysis
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Casanova‐Lizón, A., Sarabia, J. M., Pastor, D., Javaloyes, A., Peña‐González, I., & Moya‐Ramón, M. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20021528 · Cited by 6 · see citing works
Kania, A. M., Roufail, J., Prokop, J., & Stauss, H. M. (2024) · Physiological Reports · doi:10.14814/phy2.15981 · Cited by 6 · see citing works
Dias, R. K. N., Penna, E. M., Noronha, Á. S. N., Neto, O. B., Monteiro, E. P., & Coswig, V. S. (2024) · Scientific Reports · doi:10.1038/s41598-024-69073-4 · Cited by 7 · see citing works
Virtual Reality to Reduce Preprocedural Anxiety During Invasive Coronary Angiography
Groenveld, T. D., Breunissen, E. H. W., Bonnes, J., Garms, L. M., Scholten, N., Cetinyurek‐Yavuz, A., van Nunen, L. X., van Wely, M. X., Camaro, C., ten Cate, T. J. F., et al. (2025) · JACC Advances · doi:10.1016/j.jacadv.2025.101976 · Cited by 6 · see citing works
Mapping HRV in sports science: from monitoring to machine learning
Wang, Z., Hu, J., & Yu, W. (2026) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2025.1714962 · Cited by 5 · see citing works
An online home-based exercise program improves autonomic dysfunction in breast cancer survivors
Pérez, A. M. L., Collado‐Mateo, D., Hinojo, C., Batista, M., Mayo, X., Villar, C. R., & Jiménez, A. (2023) · Frontiers in Physiology · doi:10.3389/fphys.2023.1256644 · Cited by 5 · see citing works
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Unno, T., & Okayama, H. (2025) · Japan Journal of Nursing Science · doi:10.1111/jjns.12650 · Cited by 6 · see citing works
Longman, D. P., Hedger, S. C. V., McEwan, K., Griffin, E., Hannon, C., Harvey, I., Kikuta, T., Nickels, M., O’Donnell, E., Pham, V. A., et al. (2025) · Scientific Reports · doi:10.1038/s41598-025-11469-x · Cited by 7 · see citing works
González-Moro, I. M., Albertus-Cámara, I., & Paredes-Ruiz, M.-J. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192316066 · Cited by 5 · see citing works
The Pulse of Singapore: Short-Term HRV Norms
Ortega, E., Bryan, C. Y. X., & Christine, N. S. C. (2023) · Applied Psychophysiology and Biofeedback · doi:10.1007/s10484-023-09603-4 · Cited by 5 · see citing works
Heart rate variability among gym-goers and age-matched sedentary individuals
Ashok, C., Anandhi, D., Jayakumar, B., & Jawahar, V. (2022) · Bulletin of Faculty of Physical Therapy · doi:10.1186/s43161-022-00108-5 · Cited by 5 · see citing works
Assessing Garmin’s Stress Level Score Against Heart Rate Variability MeasurementsPreprint
Rosenbach, H., Itzkovitch, A., Gidron, Y., & Schönberg, T. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.01.06.630177 · Cited by 6 · see citing works
Pernigoni, M., Cesanelli, L., Šimkus, L., Shah, H., Gorbas, J., Coletta, F., Toper, C. R., & Conte, D. (2025) · Nutrition · doi:10.1016/j.nut.2025.112855 · Cited by 4 · see citing works
Fan, E., Bower, M., & Siemon, J. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105487 · Cited by 3 · see citing works
Campo, C., Cellucci, F., Treggiari, G., Spedicato, G. A., Lasaponara, S., & Conversi, D. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1755043 · Cited by 5 · see citing works
Reliability and Validity of Kubios HRV Smart Phone Application as Measures of Heart Rate Variability
Gabani, V., & Murugan, S. (2024) · International Journal of Current Research and Review · doi:10.31782/ijcrr.2024.16602 · Cited by 6 · see citing works
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Srivastav, S., Gadhvi, M. A., Shukla, R. K. G., & Bhagat, O. L. (2024) · International Journal of Applied and Basic Medical Research · doi:10.4103/ijabmr.ijabmr_238_24 · Cited by 2 · see citing works
Cheng, B., & Bayasgalan, Z. (2025) · Journal of Infrastructure Policy and Development · doi:10.24294/jipd10334 · Cited by 2 · see citing works
Dual-Tree Complex Wavelet Packet Transform Grounded HRV Analysis for Cardiac Risk Prediction
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Gąsior, J. S., Rosoł, M., Młyńczak, M., Gąsienica-Józkowy, M., Flatt, A. A., Baranowski, R., & Werner, B. (2022) · Research Square · doi:10.21203/rs.3.rs-2167605/v1 · Cited by 2 · see citing works
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Padilla, V., Scheffrahn, K., Muñiz, V., Lorenz, T. K., & Elkins, G. R. (2024) · Applied Psychophysiology and Biofeedback · doi:10.1007/s10484-024-09679-6 · Cited by 1 · see citing works
Son, D., Kim, J. J., & Kim, D. (2024) · Journal of Personalized Medicine · doi:10.3390/jpm14121151 · Cited by 1 · see citing works
Martins, A. D., Fernandes, O., Brito, J. P., Gonçalves, B. V., Oliveira, R. F. S., & Batalha, N. M. P. (2025) · Journal of Applied Gerontology · doi:10.1177/07334648251332437 · Cited by 1 · see citing works
Shen, L., Wei, K., Xiao, H., Ji, Y., & Tao, K. (2025) · International Journal of Surgery · doi:10.1097/js9.0000000000002882 · Cited by 1 · see citing works
Fricke-Comellas, H., Infante-Cano, M., Heredia‐Rizo, A. M., Martín-Fernández, A., Escudero-Pérez, P., & Fernández-Seguín, L. M. (2025) · Healthcare · doi:10.3390/healthcare13233062 · Cited by 1 · see citing works
Pernigoni, M., Alfieri, A. O., Kniubaitė, A., Kamandulis, S., Conte, D., & Lukonaitienė, I. (2025) · Healthcare · doi:10.3390/healthcare14010004 · Cited by 1 · see citing works
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Jiao, Y. (2026) · Sensor Review · doi:10.1108/sr-08-2025-0630 · Cited by 1 · see citing works
Schaffarczyk, M., Rückemann, L., Sperlich, B., & Gronwald, T. (2026) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00028.2026 · Cited by 1 · see citing works
Xu, S., Liu, H., Liu, Z., Su, P., & Gu, Z. (2026) · Sensors · doi:10.3390/s26165192 · Cited by 1 · see citing works
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LIU, J., Dong, Y., Brooks, I. S., Cheung, W. C., Nguyen, V. L., & Jan, Y. (2026) · Sensors · doi:10.3390/s26175394 · Cited by 1 · see citing works
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Heart rate variability modulates memory function in a virtual task
Castillo, J., Ruffo, I., Poyatos, M. C., Granero‐Gallegos, A., & Cimadevilla, J. M. (2024) · Physiology & Behavior · doi:10.1016/j.physbeh.2024.114620 · Cited by 1 · see citing works
Lee, S.-J., Kim, T., & Woo, M. (2024) · The Journal of Sports Medicine and Physical Fitness · doi:10.23736/s0022-4707.24.15407-2 · Cited by 1 · see citing works
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Martínez, C. A. G., Quintana, A. O., Vila, X. A., Touriño, M. J. L., Rodrı́guez-Liñares, L., Presedo, J., & Méndez, A. J. (2024) · Use R! · doi:10.1007/978-3-031-65753-5_1 · Cited by 1 · see citing works
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Şahin, İ. (2024) · Kocaeli Üniversitesi Sosyal Bilimler Dergisi · doi:10.35343/kosbed.1548365 · Cited by 1 · see citing works
Martins, A. D., Fernandes, O., Brito, J. P., Oliveira, R. F. S., Gonçalves, B. V., & Batalha, N. M. P. (2025) · Sage Open Aging · doi:10.1177/30495334251369446 · Cited by 1 · see citing works
Review and Content Analysis of Mobile Applications for Heart Rate Variability (Preprint)Preprint
de Jager, E., Caulfield, B., Angelidi, E., & Holden, S. (2025) · doi:10.2196/preprints.84764 · Cited by 1 · see citing works
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Atasever, G. (2023) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub223.c966
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Aktaş, B. S. (2023) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub223.c964
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Ai, M. E., Ulupınar, S., Özbay, S., Dertli, Ş., Dertli, M. E., Budak, D., Aktaş, B. S., Alaeddinoğlu, M. F., Erciş, S., Sivrikaya, M. H., et al. (2023) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub223
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Budak, D. (2023) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub223.c962
A Wearable Pressure Sensor for Human Pulse Signal Monitoring and HRV Parameter Assessment
Yin, F., Niu, H., Wang, W., Li, Y., Kim, E., & Kim, N. (2023) · IEEE International Conference on Electronic Information and Communication Technology (ICEICT) · doi:10.1109/iceict57916.2023.10245689
Xue, Y., & Wang, S. (2024) · Communications in computer and information science · doi:10.1007/978-3-031-61947-2_30
Impact of Streetscapes on Anxiety: A Physiological Evidence
Anand, S., & Pujara, T. (2024) · Advances in Science, Technology & Innovation/Advances in science, technology & innovation · doi:10.1007/978-3-031-54911-3_7
Sanchez, G., Prince, D., Glasser, S., Buono, M. J., Kressler, J., & Moore, J. M. (2024) · Applied Physiology Nutrition and Metabolism · doi:10.1139/apnm-2024-0265
- Authors
- Moya-Ramon, M., Mateo-March, M., Peña-González, I., Zabala, M., & Javaloyes, A.
- Affiliations
- Universidad de Granada (ES)
- Universitat de Miguel Hernández d'Elx (ES)
- Venue
- Computer Methods and Programs in Biomedicine
- Publisher
- Elsevier BV
- Published
- 2022-04
- Volume
- 217
- Pages
- 106696
- ISSN
- 0169-2607 (ISSN-L)
- OpenAlex
- W4210903088
- Cited by
- 122
- References
- 33
- Citations by year
- 2026: 30 · 2025: 25 · 2024: 31 · 2023: 28 · 2022: 8
- FWCI
- 16.12
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Computer Methods and Programs in Biomedicine (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Funders
- Ministerio de Ciencia e Innovación
- España Ministerio de Ciencia e Innovación (PID2019-107721RB-I00)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Health Sciences › Medicine › Complementary and alternative medicine › Cardiovascular and exercise physiology
- Keywords
- heart rate variability, mobile application, wearable devices, photoplethysmography, chest strap, elite cyclists, endurance athletes, measurement validity, measurement reliability, training monitoring
- MeSH terms
- Smartphone, Electrocardiography, Heart Rate, Humans, Reproducibility of Results, Athletes
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