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The purpose of this study it to evaluate the accuracy of heart rate, heart rate variability and breathing rate measurement with the use of Shen.AI Vitals software developed by MX Labs.
Resting heart rate (HR), heart rate variability (HRV) and breathing rate (BR) will be measured (estimated) with the use of remote photoplethysmography (1-minute face video analysis with Shen.AI Vitals software).
The measurements will be taken with various camera-equipped devices (smartphones, tablets, laptops) using either front camera (self-measurement) or rear camera (measurement made by someone else), in two different lighting conditions (artificial light or natural daylight), with various levels of device stability (fully stable or held in hand/s), and in two different body positions (sitting or supine). In total, each participant will have 8 measurements taken.
Standard deviation of normal heartbeat intervals (SDNN) will be used as the main HRV index.
Apart from the average HR (averaged over the whole 1-minute measurement), instantaneous values of HR (averaged over 10 s) will also be determined and displayed every 1 s by the Shen.AI VItals software.
In all cases, reference measurements will be taken simultaneously (chest ECG for the calculation of average and instantaneous HR as well as HRV; impedance pneumography for the determination of BR).
The reference measurements will be taken with Finapres Nova with the ECG+Resp module (Finapres Medical Systems B.V.).
For each measured parameter, the results from both methods will be compared using the Bland-Altman analysis or non-parametric limits of agreement.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| HR, HRV and BR measured with Shen.AI and reference method | Experimental |
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| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| measurement of physiological parameters wih Shen.AI Vitals software on various camera-equipped devices (smartphones, tablets, laptops) | Diagnostic Test | Resting heart rate (HR), heart rate variability (HRV) and breathing rate (BR) will be measured (estimated) with the use of remote photoplethysmography (1-minute face video analysis with Shen.AI Vitals software). Reference measurements will be taken simultaneously (chest ECG for the calculation of HR and HRV; impedance pneumography for BR). |
| Measure | Description | Time Frame |
|---|---|---|
| Accuracy of heart rate (HR) measurement with the software under test compared with the ECG-based measurement | In each participant, average HR will be estimated from 1-minute video-based remote photoplethysmography of the facial skin (software under test) and calculated from simultaneously recorded ECG. Measurements will be made in resting conditions (seated position), with artificial lighting and a fully stabilized camera device. The results from both methods will be compared using non-parametric limits of agreement. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of heart rate variability index (SDNN) measurement with the software under test compared with the ECG-based measurement | In each participant, the standard deviation of normal heartbeat intervals (SDNN) will be estimated from 1-minute video-based remote photoplethysmography of the facial skin (software under test) and calculated from simultaneously recorded ECG. Measurements will be made in resting conditions (seated position), with artificial lighting and a fully stabilized camera device. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of breathing rate (BR) measurement with the software under test compared with the impedance pneumography-based measurement | In each participant, the breathing rate will be estimated from 1-minute video-based remote photoplethysmography of the facial skin (software under test) and calculated from simultaneously recorded impedance pneumography signal. Measurements will be made in resting conditions (seated position), with artificial lighting and a fully stabilized camera device. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of instantaneous heart rate measurement with the software under test compared with the ECG-based measurement | In each participant, multiple instantaneous heart rate values (averaged over 10 s) will be estimated from the software under test and calculated from simultaneously recorded ECG. Measurements will be made in resting conditions (seated position), with artificial lighting and a fully stabilized camera device. The results from both methods will be compared using non-parametric limits of agreement. |
| Measure | Description | Time Frame |
|---|---|---|
| Accuracy of measurement of heart rate (HR) with the software under test on a smartphone held by someone else (compared with reference measurements). | Each participant will have one video-based measurement performed with the software under test on a smartphone held by someone else (facial video measurement of HR using the rear camera). For reference, HR will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using non-parametric limits of agreement. |
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Inclusion Criteria:
Exclusion Criteria:
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| Name | Affiliation | Role |
|---|---|---|
| Bartłomiej Paleczny | Wroclaw Medical University | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Uniwersyteckie Centrum Wsparcia Badań Klinicznych we Wrocławiu | Wroclaw | Lower Silesian Voivodeship | 50-556 | Poland |
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| day 1 (single visit, approximately 30 minutes) |
| day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of heart rate variability index (SDNN - the standard deviation of NN intervals) with the software under test on a smartphone held by someone else (compared with reference measurements). | Each participant will have one video-based measurement performed with the software under test on a smartphone held by someone else (facial video measurement of SDNN using the rear camera). For reference, SDNN will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of breathing rate (BR) with the software under test on a smartphone held by someone else (compared with reference measurements). | Each participant will have one video-based measurement performed with the software under test on a smartphone held by someone else (facial video measurement of BR using the rear camera). For reference, BR will be obtained from the simultaneously recorded impedance pneumography signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of heart rate (HR) with the software under test on a smartphone held in hand/s (compared with reference measurements). | Each participant will have one video measurement performed with the software under test on a smartphone held in hand/s (facial video measurement of HR using the rear camera). For reference, HR will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using non-parametric limits of agreement. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of heart rate variability index (SDNN - the standard deviation of NN intervals) with the software under test on a smartphone held in hand/s (compared with reference measurements). | Each participant will have one video measurement performed with the software under test on a smartphone held in hand/s (facial video measurement of SDNN using the rear camera). For reference, SDNN will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of breathing rate (BR) with the software under test on a smartphone held in hand/s (compared with reference measurements). | Each participant will have one video measurement performed with the software under test on a smartphone held in hand/s (facial video measurement of BR using the rear camera). For reference, BR will be obtained from the simultaneously recorded impedance pneumography signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of heart rate (HR) with the software under test in daylight conditions (compared with reference measurements). | Each participant will have one facial video measurement performed in daylight conditions (1-minute measurement of HR using the front smartphone camera). For reference, HR will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using non-parametric limits of agreement. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of heart rate variability index (SDNN - the standard deviation of NN intervals) with the software under test in daylight conditions (compared with reference measurements). | Each participant will have one facial video measurement performed in daylight conditions (1-minute measurement of SDNN using the front smartphone camera). For reference, SDNN will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of breathing rate (BR) with the software under test in daylight conditions (compared with reference measurements). | Each participant will have one facial video measurement performed in daylight conditions (1-minute measurement of BR using the front smartphone camera). For reference, BR will be obtained from the simultaneously recorded impedance pneumography signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of heart rate (HR) with the software under test in the supine position (compared with reference measurements). | Each participant will have one facial video measurement performed in the supine position (1-minute measurement of HR using the front smartphone camera). For reference, HR will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using non-parametric limits of agreement. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement of heart rate variability index (SDNN - the standard deviation of NN intervals) with the software under test in the supine position (compared with reference measurements). | Each participant will have one facial video measurement performed in the supine position (1-minute measurement of SDNN using the front smartphone camera). For reference, SDNN will be calculated from the simultaneously recorded ECG signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Accuracy of measurement breathing rate (BR) with the software under test in the supine position (compared with reference measurements). | Each participant will have one facial video measurement performed in the supine position (1-minute measurement of BR using the front smartphone camera). For reference BR will be obtained from the simultaneously recorded impedance pneumography signal. The results from both methods will be compared using the Bland-Altman analysis. | day 1 (single visit, approximately 30 minutes) |
| Utility of the software under test for self-measurement of physiological parameters (assessed with a questionnaire). | The utility of the software under test for self-measurement of physiological parameters (HR, SDNN, and BR) will be assessed based on of the average score in the participant's questionnaire completed by each participant after the test procedure (i.e. after all measurements in the given participant). The scale will be 1-5, with higher scores meaning better outcome. | day 1 (after a single visit, approximately 30 minutes) |
| Utility of the software under test for the measurement of someone's physiological parameters (assessed with a questionnaire). | The utility of the software under test for the video-based measurement of someone's physiological parameters will be assessed based on the average score in the participant's questionnaire (the part of the questionnaire related to the measurement with the rear camera of a smartphone) completed by each participant after the test procedure(i.e. after all measurements in the given participant). The scale will be 1-5, with higher scores meaning better outcome. | day 1 (after a single visit, approximately 30 minutes) |