BME100 f2014:Group25 L3: Difference between revisions
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The calculated results of the standard deviation and standard error mimicked the data gathered from the inferential statistical analysis because the temperature sets possessed not only high variance, but also a large standard error when comparing the Spree values to those measured by the Gold Standard. | The calculated results of the standard deviation and standard error mimicked the data gathered from the inferential statistical analysis because the temperature sets possessed not only high variance, but also a large standard error when comparing the Spree values to those measured by the Gold Standard. | ||
In regards to statistical analyses, during the pre/during/and post workout trials, the T-Test p-value for the heart rate always showed no statistical significance in differences, inferring the measurements were accurate due to the lack of disparities. On the other hand, the measured temperature values displayed p-values so low that the data could not have overlapping or existing data points, concluding that the Spree device could not accurately measure heart rate, since the pulse ox had already been established as an accurate HR measurement device. | |||
Moreover, as seen by the results of the Pearson's R test, the heart rate trials consistently showed to have high correlation values -- values close to 1. Unlike those values of the temperature trials, whose Pearson's R values were meager, closer to zero, or in the positives. This measurement of ratios and proportionality further illustrates the accuracy of the Spree in its capability to measure heart rate, and it's lack thereof to measure temperature. | |||
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Revision as of 23:46, 30 September 2014
BME 100 Fall 2014 | Home People Lab Write-Up 1 | Lab Write-Up 2 | Lab Write-Up 3 Lab Write-Up 4 | Lab Write-Up 5 | Lab Write-Up 6 Course Logistics For Instructors Photos Wiki Editing Help | ||||||
OUR TEAMLAB 3A WRITE-UP
==Descriptive Statistics== Pre-workout: Temperature: Workout: Temperature: Post-workout: Temperature:
Results
AnalysisIn this lab, the t-test was used because the approach that we took explored when and why the Spree was most effective -- if it was. By comparing the Spree and the Pulse ox/Gold Standard thermometer before the working, during the workout, and after the workout, we were able to identify that the Spree was accurate in measuring the user's heart rate, but not his/her temperature. While the Spree app was easy to download, the device was difficult to connect to the phone. Moreover, part of the problem with detecting the temperature of the user was that the device, phone, and sensor always had to be in close proximity to one another. Any spontaneous movements would be able to detect a difference in temperature -- but to what extent? Rather than actually measuring the temperature of the user, the Spree would use a color graded scale as shown below.
Summary/DiscussionThe Spree headband was effective in measuring the heart rate, but not very effective in measuring the temperature of the participant. The p-value comparing the Spree heart rate values to the gold standard heart rate values, measured with a blood pressure cuff, is much larger than .05, showing that the data points between the two sets of data are similar. The p-value comparing the Spree temperature values to the gold standard temperature values, measured with an oral thermometer, on the other hand was extremely small, showing that the two groups of data were significantly different. Ideally, the device should provide similar values as ones' outputted by the gold standard, in which case the p-value would be high. The temperature mesurement had a low p-value, therefore that aspect of the Spree headband was not statistically significant; the heart rate value determined by the Spree headband was statistically significant as its p-value was near 0.5. The app relatively was easy to navigate, however was difficult to connect to the Spree Device. The app was not compatible with the iPhone 4, so minor patches in the coding could expand the possible users of the Spree headband. The rubber component of the spree headband was not comfortable, and it could possibly be more comfortable if it fit into a more headband type material like elastic and cloth. More vents in the rubber portion of the headband could improve the forehead's ability to breathe, leading to less discomfort in the region.
LAB 3B WRITE-UPTarget Population and NeedTarget Population Needs Device DesignThe Spree app was easily downloaded from the App store on a IPhone 5; however it was not compatible with the IPhone 4. The app had difficulty connecting to the Spree device, but connected easily when the device was finally recognized by the app. The device had a reasonable range to the IPhone, while still being connected. When connecting to the device; it often would recognize other Spree devices, possibly naming your device would be effective. The app was easily read and navigated, but voice activation and hands-free would a rewarding feature. As in current GPS devices, multiple accents and languages should be offered to aid in the hands-free experience. The Spree device gripped the head well during activity. The headbands rubber, as well as elastic band allowed the device to stay firmly fitted to the head. The rubber section of the headband did not breathe very well, and was slightly irritating to the head. Possibly, more vents or holes to allow for breathing would solve the uncomfortable non-breathing nature of the rubber part of the headband. The headband should come in multiple colors, to personalize the experience and provide a unique feel for the individual. The headband could possibly have a mode where it records the temperature and heart rate on the device, therefore if an individual wished to leave their phone, they could look at an overview of their workout and intensity without the need to carry their phone during the workout.
Inferential StatisticsThe T-Test between the Oral Thermometer and the Spree Band for the Pre-Workout, during Workout, and Post-Workout were extremely statistically significant. The Student's T-Test indicates whether or not there is enough evidence to support the null hypothesis; the test results indicate that the two sets of data are significantly different from each other. The T-Test between the the Pulse Ox and the Spree Band for the Pre-Workout, during Workout, and Post-Workout were not statistically significant. The Student's T-Test indicates that there is not enough evidence to support the null hypothesis; the test results indicate that the two sets of data are not significantly different from each other. The T-test indicates that there is a relation between the Pulse Ox and the Spree Band, however it also indicates that there is no relation between the Oral Thermometer and the Spree Band. The Pearson's r attempts to predict whether there is a linear correlation between two variables. Positive 1 indicates that there is a total positive correlation, 0 indicates that there is no correlation, negative indicates that there is a total negative correlation. The Pearson's R between the Oral Thermometer and the Spree Band during Pre-Workout, during Workout, and Post-Workout were all incredibly small values which were no where close to either positive one or negative one. The Pearson's R between the Pulse Ox and the Spree Band for the Pre-Workout, during Workout, and Post-Workout were on the other hand very close to positive one. This indicates that there is no correlation between the Oral Thermometer and the Spree Band and there is a positive correlation between the Pulse Ox and the Spree Band. The Student's T-Test and the Pearson's r agree with each other. Both the T-Test and the Pearson's r indicate that there is no relationship between the Oral Thermometer and the Spree Band, and that there is a relationship between the Pulse Ox and the Spree Band. These results demonstrate the efficacy of the Spree Band at measuring Heart Rate (as seen by Pulse Ox vs Spree Band), and that the Spree Band is not effective at measuring temperature (as seen by Oral Thermometer vs Spree Band).
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