You have 5 minutes to go., 2 min Keep up the good work. Rosenkranz S, Ghofrani HA, Grnig E, Klose H, Olschewski H, Hoeper MM. The patient is then invited to walk for 6 min, during which the walked distance estimation and a timer are shown. University of Oxford, One of these use-cases is the timed walk, which can be used to implement the 6MWT.
I will let you know as each minute goes past, and then at 6 minutes I will ask you to stop where you are. Bland-Altman plot of the difference between the estimated distance walked and the absolute distance. The tablet connects to the COMPACTTM Medical Workstation which then transmits the data to Vitalograph. The patient should rest for at least 15 minutes before beginning the 6MWT. Heart rate. For ambulatory pulse oximetry, we chose the Nonin WristOx (only compatible with Android) and Creative Medical PC68B (compatible with both Android and iOS) because they are wrist-worn, with a finger probe, and because of their Bluetooth wireless connectivity. One difference between the approach adopted by Capela et al [21] and ours is that the authors used inertial sensors worn on the body, not the sensors in a mobile phone. We produce high quality, accurate and reliable, respiratory medical devices & services for primary, secondary healthcare and occupational health.
Sorry, you need to enable JavaScript to visit this website. Because standardizing the complete testing process is critical to meaningful data for patient trending, Vyaire has integrated the complete ATS testing standards in the workflow-driven tablet software application. 6 minutes is a long time to walk, so you will be exerting yourself.
Only the distance and an approximate age range were collected. It is likely that multiple technicians will be asked to perform 6MWTs on patients. VYAIRE, the VYAIRE Logo and all other trademarks are property of VYAIRE MEDICAL, INC. By providing personal data to Vyaire, you acknowledge that you have read and understood the terms of our Privacy Statement.Our site also uses cookies to help us deliver our services.
To understand user aspects such as the usability and technology acceptance of our system, we organized a discussion group to collaboratively analyze one of the first prototypes that had been developed. The endpoint is incorporated in Vitalograph Spirotrac software which manages subjects and gathers data from the devices used in the study. Evolving mental confusion or lack of coordination. The approach was validated with 15 volunteers and led to less than 1 m average error. Once U-turns are detected, the walked distance is computed by multiplying the number of U-turns by the length of the lap. The source code of the algorithm is provided in the Multimedia Appendix 1. 1 We tried to implement the algorithm described by Capela et al [22], but, possibly as we employed a different operating system, or possibly because of the lack of details in the paper, our implementation was not capable of detecting any U-turn. In order to provide you with the best online experience this website uses cookies. Patients struggled to log in, because complex passwords with capital and lower case letters were originally assigned to them. 95861. Given the positive answers provided for its associated constructs, intention to adopt would be expected to be high. will also be available for a limited time. The test is only performed rarely (once or twice a year), and episodes of health deterioration may be missed. HHS Vulnerability Disclosure, Help Vyntus WALK can be run as a standalone device generating a standard report, or the data can move in and out of SentrySuite software for a more robust interpretation and trending report. The first seconds show the calibration phase, after which U-turns are detected when the difference between near angles becomes greater than the set threshold within a short time window. Accuracy was calculated using the mean, median, and standard deviation of the difference between the reference values and the outputs from our algorithm; the mean, standard deviation, minimum and maximum of the absolute difference; and the Pearson correlation between estimated values and the reference values. Q11. The walking man figure indicates the starting point of the test; the flag indicates its end. Begin walking as soon as you feel able., The following predictive equations use the reference values determined from a study that performed two 6MWTs according to the above protocol [For further details, see Jenkins, et al., 20097]. sharing sensitive information, make sure youre on a federal A total of 2 pulmonary hypertension patients, 1 cardiologist, 2 physiologists, and 1 nurse took part in the discussion group, where issues arising from the use of the 6MWT in hospital were identified. Vitalograph 2011 2021 | Privacy Policy | Cookies, Vitalograph LtdVitalograph Business ParkMaids MoretonBuckinghamMK18 1SWEngland, Clinical Trials:clinical.trials@vitalograph.co.uk. Some corrections are introduced to this signal to smooth sudden variations, for example, detecting a turn if the signal changes by more than 100 in 3 seconds. For the indoor scenario, in a study by Schulte et al [20], an average absolute error of 4% was reported, as compared with our 0.02%. The minimum recommended length for a centre-based walking track is 25m and could be marked in metre increments. More information. Swipe back, and you are back to viewing graphically over time.
If the minimum difference between the angles of any of those samples is less than a predetermined threshold, then a U-turn is detected. Department of Engineering Science, In addition, the integration with the sensor and external apps makes the overall user experience more cumbersome, a fact that may affect some less tech-savvy users. The patient should remain in a clinical area for at least 15 minutes following an uncomplicated test.
Patient data are protected by means of well-established techniques, that is, users are authenticated with a username and password, and data are transmitted over an http encrypted channel. Once a sample has been selected, the distance between the previous selected sample and the newly selected one is computed and added to the total. By difference, we mean the difference between the estimated distance as computed by the app and the reference distance, as measured by the trundle wheel. Received 2019 Feb 21; Revisions requested 2019 Apr 11; Revised 2019 Jun 7; Accepted 2019 Aug 31. At the end of each test, the data are sent to the server to be reviewed by clinicians. Most tests were executed by researchers in lab settings; however, to fine tune the indoor algorithm in real-life conditions, we also asked some patients to hold the mobile phone while performing the 6MWT during a regular clinic visit. To structure the content of the discussion group, we used the mHealth technology acceptance model form [30], which integrates common technology acceptance and health behavior theories. McConnell MV, Shcherbina A, Pavlovic A, Homburger JR, Goldfeder RL, Waggot D, Cho MK, Rosenberger ME, Haskell WL, Myers J, Champagne MA, Mignot E, Landray M, Tarassenko L, Harrington RA, Yeung AC, Ashley EA. There is no need for multiple devices from several vendors with multiple user log-in credentials. The 6-min walk test (6MWT) is a convenient method for assessing functional capacity in patients with cardiopulmonary conditions. As a standalone device, users quickly enter patient demographics directly on the tablet PC, run the 6MWT, and print a standard report using one of two options: As a device connected to SentrySuite, users receive demographics from SentrySuite, run the 6MWT, and then return completed test data to SentrySuite. But a response cost, that is, limitations to the validity of the measurements in the case of bad weather or a slope, was also pointed out. Modern GPS receivers provide a signal which is the result of heavy processing and is usually improved and smoothed with well-known techniques [9]. The system described in this paper allows patients to perform the 6MWT at a place of their convenience, thus allowing more information to be generated about their general health status, more frequently, and possibly reflecting their general health status better. Before Staniszewska S, Haywood KL, Brett J, Tutton L. Patient and public involvement in patient-reported outcome measures: evolution not revolution. Further studies will then be needed to assess the clinical significance of the tests in the community and the relationship between passive activity monitoring, for example, through wearables and in-hospital 6MWT results. We therefore implemented the patients app using the Apache Cordova framework. Vyntus WALK uses Bluetooth wireless pulse oximeter technology that allows the patient to move through the entire course and limits technician influence. Vyntus WALKallows patients to perform an untethered six-minute walk test (6MWT) by wearing wireless sensors that communicate data to a technician-held tablet PC. By using the step counter, it is possible to identify when the user is still, thus not accumulating those erroneous distances. Schulte J, Duc NA, Hoang DB, Elliott D, McKinley S, Nanda P. A Remote Sensor-based 6-minute Functional Walking Ability Test. Secondary measures can include fatigue and dyspnea, measured with a modified Borg or analogue scale and peripheral arterial oxygen saturation via pulse oximetry. The https:// ensures that you are connecting to the Predictive equation for males: 6MWD(m) = 867 (5.71 age, yrs) + (1.03 height, cm). The difference between the algorithms estimates and the measurements taken from the trundle wheel are summarized in Table 2, with the Bland-Altman plot shown in Figure 7.
The Shapiro-Wilk test confirms the normality of the data (0.91). Although we tried to simulate worst-case scenarios, it is possible that the distance estimation algorithm may perform worse in the wild. Rasekaba T, Lee AL, Naughton MT, Williams TJ, Holland AE. Once SpO2%>/= 85% give the following encouragement (repeat this encouragement every 15 seconds if necessary). A patient performs the 6MWT in the hospital, while being monitored by a mobile phone app. The mean difference between the mobile phone-estimated distances and the reference values was 2.013 m (SD 7.84 m) for the indoor algorithm and 0.80 m (SD 18.56 m) for the outdoor algorithm. The validity and reliability of GPS units for measuring distance in team sport specific running patterns. The other algorithm is meant to be used indoors and exploits the inertial sensors built into the phone to detect U-turns when patients walk back and forth along a corridor of fixed length. A simple step-detection algorithm was employed and combined with patient height data to estimate the distance walked. ATS Committee on Proficiency Standards for Clinical Pulmonary Function Laboratories ATS statement: guidelines for the six-minute walk test. This decision also allowed us to collect information about free-living physical activity, as gathered by the phones sensors or any wearable connected to it. Further tests are needed to assess its clinical value. The change in the distance walked in the 6MWT: 1) after completion of a pulmonary rehabilitation program can be used to evaluate the effectiveness of the exercise training program; 2)may be used to trace the natural history of change in exercise capacity over time. What do you think are the advantages of the system you have just seen? Younger patients might underperform as opposed to the older ones who may try harder in the hospital test, which might not reflect real-life conditions. The principle is based on down-sampling the positioning signal, calculating the as the crow flies distance between each sample and summing up the distances thus obtained. The value that minimizes both mean and maximum error is 5 seconds, as shown in Figure 4. The app is usable and easy to understand. The server includes a database and a website to collect patient data to be subsequently reviewed by clinicians. The Web interface (Figure 6) allows physiologists and doctors to manage users, enter the results of a hospital 6MWT, review the data produced both by the app and hospital tests, and analyze trends for each patient. One exception is the fact that the maximum amplitude of the signal, on which the algorithm relies, may be less than 360. Patients identified scenarios for which they could perform the test while doing some other activity, for example, taking children to and from school. Use the following standard encouragements during the test6: If the patient stops during the test, every 30 s once SpO2 is >85% Please resume walking whenever you feel able., Continuous monitoring of SpO2 and HR should be performed during the test and results recorded each minute. We included these algorithms in a mobile phone app, integrated with wireless pulse oximeters and a back-end server. Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics; BCB'13; September 22-25, 2013; Washington DC, USA. Different types of stakeholders were invited to the group including patients, physiologists, physicians, and engineers. Having decided to use the patients own mobile phones, we needed to support both Android and iOS operating systems. Q3. MMMR But with the simple swipe of a finger, you can switch to the Easy-View mode, displaying large numeric values for HR and SpO2. To complement the observations made by the physiologist with these data, the mobile phone also had to be used during the test at the hospital. After this simple signal quality step, positioning samples start to be collected. Architecture of the 6-min walk test (6MWT) system. The accuracy of the algorithm is reported separately for the indoor and outdoor scenarios. One engineer led the discussion, while the other took notes. United Kingdom, 2 With the advent of affordable digital devices and mobile phones, it becomes possible to perform the test in (or near) the patients home, using sensors such as accelerometers or the global positioning system (GPS) to estimate the distance walked. We developed 2 apps, 1 for the patient and 1 for the physiologist, as well as a server for the back-end system. The discussion group was led by one researcher, who explained the system and its capabilities and asked the attendees questions. Patients can also send data about passive activity monitoring using HealthKit for iOS and Google Fit for Android. United Kingdom. 1 Holland, A.E., Spruit, M.A., Troosters, T., et al.. An official ERS/ATS Technical Standard: field walking tests in chronic respiratory disease. You have only 1 minute to go.. Ata R, Gandhi N, Rasmussen H, El-Gabalawy O, Gutierrez S, Ahmad A, Suresh S, Ravi R, Rothenberg K, Aalami O. Indeed, patients declared to be willing to try the app. Instruct the patient to dress comfortably, wear appropriate footwear and to avoid eating for at least one hour before the test (where possible or appropriate). We performed Bland-Altman analysis of the difference between the distances estimated by the phone and by a reference trundle wheel on 49 indoor tests and 30 outdoor tests, with 11 different mobile phones (both Apple iOS and Google Android operating systems). Vitalograph is a global leader in respiratory diagnostics. The app also allows connection to a wireless pulse oximeter to retrieve peripheral arterial oxygen saturation (SpO2) and heart rate values, while the patient is performing the test. This study aimed to develop a mobile phonebased system that allows patients to perform the 6MWT in the community. The approach was validated with 6 COPD patients and 6 healthy subjects performing a 6MWT. Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Old Road Campus Research Building, Oxford, OX3 7DQ, United Kingdom, Phone: 44 1865617679, cardiology, exercise test, pulmonary hypertension, mobile apps, digital signal processing, global positioning system. Comparison with cardiopulmonary exercise testing. If the two tests are performed on the same day, at least 30 minutes rest should be allowed between tests. Also, the sensor provides a more complete HR and SpO2reading over time. ATS/ERS recommend field walking tests to evaluate exercise capacity, assess prognosis and evaluate treatment response in chronic respiratory diseases. We also assessed usability aspects related to the app in a discussion group with patients and clinicians using a technology acceptance model to guide discussion. Both Android and iOS operating systems provide an error estimation for each positioning sample, based on the number of visible satellites. Debilitated patients may require tests to be performed on separate days, preferably less than one week apart. The algorithms implemented to estimate the distance walked from either the compass or GPS showed good agreement with the reference trundle wheel measurements, with errors below the clinically significant threshold.
Any prescribed inhaled bronchodilator medication should be taken within one hour of testing or when the patient arrives for testing. Lab tests were undertaken by researchers, all males, aged 30, 33, and 37. Distance and oxygen desaturation during the 6-min walk test as predictors of long-term mortality in patients with COPD. If the current sample is more than min_turn_time milliseconds away from either the start of the test or the latest detected U-turn, the sample is compared against past samples collected in a buffer. The oximeter is to be attached to the patient so it is ready to be checked throughout the test without interfering with walking pace. Patients can see for themselves how they are progressing. Screenshots of the server Web interface. Normally the clinician does not walk with the patient during the test to avoid the problem of setting the walking pace. Quantified self and human movement: a review on the clinical impact of wearable sensing and feedback for gait analysis and intervention. BP Nonetheless, the error is such that it has been considered negligible in previous work when GPS has been applied to estimate distance walked in the 6MWT [13]. Cookie Preferences. Seat the patient or, if the patient prefers, allow to the patient to stand. Changes in altitude, as a result of walking up an incline, can affect the results of the test. At the commencement of PR, the 6MWT must be performed twice to account for a learning effect. GaitTrack: Health Monitoring of Body Motion From Spatio-Temporal Parameters of Simple Smart Phones. BODE Institute of Biomedical Engineering, At least one chair, positioned at one end of the walking course, A validated scale to measure dyspnoea (Modified breathlessness scale) and subjective fatigue, Sphygmomanometer for blood pressure measurement, Pre-measured marks along the track/corridor, Access to oxygen and telephone in case of an emergency, Portable supplemental oxygen if required by patient to perform exercise test. This site uses cookies to manage, improve and customize navigation. A similar approach was also followed in a study by Cheng et al [19] but using a mobile phone instead of a dedicated sensor. By using our services, you agree to the use of cookies. The system can alert in the case of very low oxygen saturations. The system is both patient- and technician-friendly and because we know a single sensor does not fit all clinical needs, comes with an array of easy-to-wear sensors. A more sophisticated approach was taken by Capela et al [21,22]; they used a mobile phone app to count steps and identify when the user turns while walking back and forth along a corridor. Cahalin LP, Mathier MA, Semigran MJ, Dec GW, DiSalvo TG. From SentrySuite, more options are available: Last updated January 2022 | Trademarks are the propertyof their Respective owners. Q7. Both patients said that they would use the app regularly and would not need any help to do so. Javascript implementation of the outdoor distance estimation algorithm. The six-minute walk test: a useful metric for the cardiopulmonary patient. As most algorithms used by GPS devices are proprietary, there is a lack of the literature describing how to derive the distance from the raw positions, except for the obvious computation of the distance between the first and the last received positions [12]. This was because we hypothesized that users would prefer using the devices with which they are familiar; however, this meant that both Android and iPhones had to be supported. Given that these patients can desaturate significantly during exertion, it was decided to acquire pulse oximetry data during the 6MWT with a wireless sensor attached to the patients finger. Vitalograph offers this module when the COMPACT workstation is also provided for in-clinic use to capture other respiratory endpoints.
The distance estimated in regular 6MWT clinics was collected 18 times from both male and female volunteers and with an age span of 15 to 85 years. official website and that any information you provide is encrypted
https://creativecommons.org/licenses/by/4.0/, http://www.rcjournal.com/contents/08.03/08.03.0783.pdf, https://www.medicaljournals.se/jrm/content/abstract/10.2340/16501977-0881, http://www.mdpi.com/resolver?pii=s120202255, http://dx.plos.org/10.1371/journal.pone.0023080, https://experts.illinois.edu/en/publications/gaittrack-health-monitoring-of-body-motion-from-spatio-temporal-p, https://ieeexplore.ieee.org/abstract/document/6411040, https://ieeexplore.ieee.org/abstract/document/6943751, https://jneuroengrehab.biomedcentral.com/articles/10.1186/s12984-015-0013-9, http://europepmc.org/abstract/MED/26364278, http://europepmc.org/abstract/MED/31304343, https://researchinvolvement.biomedcentral.com/articles/10.1186/s40900-018-0102-6, https://www.researchgate.net/publication/287867125_Understanding_the_acceptance_of_mobile_health_services_A_comparison_and_integration_of_alternative_models, Walked distance measured by trundle wheel (m), mean (SD), Steps, as estimated by the phones pedometer, mean (SD), Standard deviation of the absolute difference (m).

Sorry, you need to enable JavaScript to visit this website. Because standardizing the complete testing process is critical to meaningful data for patient trending, Vyaire has integrated the complete ATS testing standards in the workflow-driven tablet software application. 6 minutes is a long time to walk, so you will be exerting yourself.
Only the distance and an approximate age range were collected. It is likely that multiple technicians will be asked to perform 6MWTs on patients. VYAIRE, the VYAIRE Logo and all other trademarks are property of VYAIRE MEDICAL, INC. By providing personal data to Vyaire, you acknowledge that you have read and understood the terms of our Privacy Statement.Our site also uses cookies to help us deliver our services.

Patient data are protected by means of well-established techniques, that is, users are authenticated with a username and password, and data are transmitted over an http encrypted channel. Once a sample has been selected, the distance between the previous selected sample and the newly selected one is computed and added to the total. By difference, we mean the difference between the estimated distance as computed by the app and the reference distance, as measured by the trundle wheel. Received 2019 Feb 21; Revisions requested 2019 Apr 11; Revised 2019 Jun 7; Accepted 2019 Aug 31. At the end of each test, the data are sent to the server to be reviewed by clinicians. Most tests were executed by researchers in lab settings; however, to fine tune the indoor algorithm in real-life conditions, we also asked some patients to hold the mobile phone while performing the 6MWT during a regular clinic visit. To structure the content of the discussion group, we used the mHealth technology acceptance model form [30], which integrates common technology acceptance and health behavior theories. McConnell MV, Shcherbina A, Pavlovic A, Homburger JR, Goldfeder RL, Waggot D, Cho MK, Rosenberger ME, Haskell WL, Myers J, Champagne MA, Mignot E, Landray M, Tarassenko L, Harrington RA, Yeung AC, Ashley EA. There is no need for multiple devices from several vendors with multiple user log-in credentials. The 6-min walk test (6MWT) is a convenient method for assessing functional capacity in patients with cardiopulmonary conditions. As a standalone device, users quickly enter patient demographics directly on the tablet PC, run the 6MWT, and print a standard report using one of two options: As a device connected to SentrySuite, users receive demographics from SentrySuite, run the 6MWT, and then return completed test data to SentrySuite. But a response cost, that is, limitations to the validity of the measurements in the case of bad weather or a slope, was also pointed out. Modern GPS receivers provide a signal which is the result of heavy processing and is usually improved and smoothed with well-known techniques [9]. The system described in this paper allows patients to perform the 6MWT at a place of their convenience, thus allowing more information to be generated about their general health status, more frequently, and possibly reflecting their general health status better. Before Staniszewska S, Haywood KL, Brett J, Tutton L. Patient and public involvement in patient-reported outcome measures: evolution not revolution. Further studies will then be needed to assess the clinical significance of the tests in the community and the relationship between passive activity monitoring, for example, through wearables and in-hospital 6MWT results. We therefore implemented the patients app using the Apache Cordova framework. Vyntus WALK uses Bluetooth wireless pulse oximeter technology that allows the patient to move through the entire course and limits technician influence. Vyntus WALKallows patients to perform an untethered six-minute walk test (6MWT) by wearing wireless sensors that communicate data to a technician-held tablet PC. By using the step counter, it is possible to identify when the user is still, thus not accumulating those erroneous distances. Schulte J, Duc NA, Hoang DB, Elliott D, McKinley S, Nanda P. A Remote Sensor-based 6-minute Functional Walking Ability Test. Secondary measures can include fatigue and dyspnea, measured with a modified Borg or analogue scale and peripheral arterial oxygen saturation via pulse oximetry. The https:// ensures that you are connecting to the Predictive equation for males: 6MWD(m) = 867 (5.71 age, yrs) + (1.03 height, cm). The difference between the algorithms estimates and the measurements taken from the trundle wheel are summarized in Table 2, with the Bland-Altman plot shown in Figure 7.

Any prescribed inhaled bronchodilator medication should be taken within one hour of testing or when the patient arrives for testing. Lab tests were undertaken by researchers, all males, aged 30, 33, and 37. Distance and oxygen desaturation during the 6-min walk test as predictors of long-term mortality in patients with COPD. If the current sample is more than min_turn_time milliseconds away from either the start of the test or the latest detected U-turn, the sample is compared against past samples collected in a buffer. The oximeter is to be attached to the patient so it is ready to be checked throughout the test without interfering with walking pace. Patients can see for themselves how they are progressing. Screenshots of the server Web interface. Normally the clinician does not walk with the patient during the test to avoid the problem of setting the walking pace. Quantified self and human movement: a review on the clinical impact of wearable sensing and feedback for gait analysis and intervention. BP Nonetheless, the error is such that it has been considered negligible in previous work when GPS has been applied to estimate distance walked in the 6MWT [13]. Cookie Preferences. Seat the patient or, if the patient prefers, allow to the patient to stand. Changes in altitude, as a result of walking up an incline, can affect the results of the test. At the commencement of PR, the 6MWT must be performed twice to account for a learning effect. GaitTrack: Health Monitoring of Body Motion From Spatio-Temporal Parameters of Simple Smart Phones. BODE Institute of Biomedical Engineering, At least one chair, positioned at one end of the walking course, A validated scale to measure dyspnoea (Modified breathlessness scale) and subjective fatigue, Sphygmomanometer for blood pressure measurement, Pre-measured marks along the track/corridor, Access to oxygen and telephone in case of an emergency, Portable supplemental oxygen if required by patient to perform exercise test. This site uses cookies to manage, improve and customize navigation. A similar approach was also followed in a study by Cheng et al [19] but using a mobile phone instead of a dedicated sensor. By using our services, you agree to the use of cookies. The system can alert in the case of very low oxygen saturations. The system is both patient- and technician-friendly and because we know a single sensor does not fit all clinical needs, comes with an array of easy-to-wear sensors. A more sophisticated approach was taken by Capela et al [21,22]; they used a mobile phone app to count steps and identify when the user turns while walking back and forth along a corridor. Cahalin LP, Mathier MA, Semigran MJ, Dec GW, DiSalvo TG. From SentrySuite, more options are available: Last updated January 2022 | Trademarks are the propertyof their Respective owners. Q7. Both patients said that they would use the app regularly and would not need any help to do so. Javascript implementation of the outdoor distance estimation algorithm. The six-minute walk test: a useful metric for the cardiopulmonary patient. As most algorithms used by GPS devices are proprietary, there is a lack of the literature describing how to derive the distance from the raw positions, except for the obvious computation of the distance between the first and the last received positions [12]. This was because we hypothesized that users would prefer using the devices with which they are familiar; however, this meant that both Android and iPhones had to be supported. Given that these patients can desaturate significantly during exertion, it was decided to acquire pulse oximetry data during the 6MWT with a wireless sensor attached to the patients finger. Vitalograph offers this module when the COMPACT workstation is also provided for in-clinic use to capture other respiratory endpoints.
The distance estimated in regular 6MWT clinics was collected 18 times from both male and female volunteers and with an age span of 15 to 85 years. official website and that any information you provide is encrypted
https://creativecommons.org/licenses/by/4.0/, http://www.rcjournal.com/contents/08.03/08.03.0783.pdf, https://www.medicaljournals.se/jrm/content/abstract/10.2340/16501977-0881, http://www.mdpi.com/resolver?pii=s120202255, http://dx.plos.org/10.1371/journal.pone.0023080, https://experts.illinois.edu/en/publications/gaittrack-health-monitoring-of-body-motion-from-spatio-temporal-p, https://ieeexplore.ieee.org/abstract/document/6411040, https://ieeexplore.ieee.org/abstract/document/6943751, https://jneuroengrehab.biomedcentral.com/articles/10.1186/s12984-015-0013-9, http://europepmc.org/abstract/MED/26364278, http://europepmc.org/abstract/MED/31304343, https://researchinvolvement.biomedcentral.com/articles/10.1186/s40900-018-0102-6, https://www.researchgate.net/publication/287867125_Understanding_the_acceptance_of_mobile_health_services_A_comparison_and_integration_of_alternative_models, Walked distance measured by trundle wheel (m), mean (SD), Steps, as estimated by the phones pedometer, mean (SD), Standard deviation of the absolute difference (m).