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The purpose of this investigation is to validate a passive image-assisted dietary assessment method using images taken by Sony Smarteyeglass and an automatic image analysis software, DietCam, to identify food items and estimate portion sizes. Participants will be randomized into one of the two orders of meals (Order 1 and 2). In each meal, participants will be given a meal that includes a regular-shaped single food (i.e., cookie), an irregular-shape single food (i.e., ice cream), a regular-shaped mixed food (i.e., sandwich), and irregular-shaped mixed food (i.e., pasta dish).
All participants will be asked to come to Healthy Eating and Activity Laboratory for 1, 30-minute screening session, and then for 2, 40-minute meal sessions, with approximately one week occurring between each session. Sessions will be scheduled between 11:00am and 5:00pm, Monday to Friday. During the screening session, interested participants will sign the consent form. After signing the consent from, eligibility will be confirmed by taking height and weight measures. Participants will also be given questionnaires related to demographics. Prior to the start of the first meal session, eligible participants will be randomized to one of the two orders (Order 1 and 2), using a random numbers table. Participants will be instructed for the meal sessions to stop eating a minimum of two hours prior to the scheduled meal sessions and only consume water during that period.
During both meal sessions, instructions on how to use Sony Smarteyeglass will be provided to participants. These instructions will include how to wear and use the eyeglasses. Participants will be instructed that, after putting on the Smarteyeglass, to initiate the recording via the controller of the Sony Smarteyeglass. After the recording is initiated and prior to starting to eat, participants will be instructed to look at each provided food at the table. Then, participants will also be instructed to turn their head toward the left shoulder, look at each food from the side, and then repeat the same step for turning their head toward the right shoulder. Participants will be asked to start the meal by taking one bite of each provided food. For the first bite of each food, participants will be instructed to hold the food, either in their hand or on a fork or spoon (depending on the food), approximately 12 inches in front of the eyeglasses and to look at the food. Following taking the first bite of each provided food, participants will be instructed to eat normally until satisfied. Participants will be given 30 minutes to eat. The investigator will leave the room while the participant is eating. The investigator will check in with participants every 10 minutes. At the end of 30 minutes, participants will be instructed to again look at each provided food on the table at three different angles (looking straight at each food, from left side and the right side) following the exact same procedure at the beginning of the meal.
On the day following each meal session, participants will be called to complete a 24-hour dietary recall, which will take 20 minutes to complete. Instructions will be provided to participants at the end of each meal session about how to complete the dietary recall and a two-dimensional visual aid will be provided to aid participants in estimating the consumed portions for each food and beverage item consumed.
The second meal session will follow the same procedure as the first session. At the end of second meal session, participants will be asked to complete a questionnaire to provide feedback on their use of the Sony Smarteyeglass.
For the first and second meal session, the meals will contain foods that are categorized into two food shapes (Regular and Irregular) and two food complexities (Single food and Mixed food). Each meal will contain four foods with the four foods representing the four potential food categories (regular-shaped single food, irregular-shaped single food, regular-shaped mixed food, irregular-shaped mixed food). Along with the four foods, participants will be given 20oz of water in each meal session. Foods will be weighed prior to being provided to participants and the amount provided to participants will be within +/- 3g of the amount calculated. Mixed foods will be broken down into their individual food components and measured. Each meal will provide approximately 50% of daily estimated energy need for each sex. The Estimated Calories Needed Per Day for males and females aged 19 to 35 years are 2450 kcal/day and 1900 kcal/day, respectively. Thus, each meal will provide approximately 1225 kcal for males and 950 kcal for females. Each food will provide approximately 25% of the energy for each meal.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Meal Order 1 | Experimental | Meal A will be served to participant in meal session 1 and Meal B in meal session 2. |
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| Meal Order 2 | Experimental | Meal B will be served to participant in meal session 1 and Meal A in meal session 2. |
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| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Dietary Assessment of Meal A using images taken by Sony Smarteyeglass | Device | Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. |
| Measure | Description | Time Frame |
|---|---|---|
| Weighed Food Intake | Before and after each meal session, each food items will be weighed to the nearest tenth of a gram using an electronic food scale. Assessing the weight change of food intake. | Meal session 1 and 2 within 4 weeks of initial screening session |
| 24-hour Dietary Recall | On the following day of each meal session, the investigator will ask the participant to recall their dietary intake by having the participant reporting all foods and beverages consumed and the time in which they consumed these items within the past 24 hours. Participants will be asked what time of day the foods and beverages were consumed and will be shown two-dimensional food shapes to help with estimating portion sizes. Only dietary intake for the meal session will be entered into NDS-R to convert to commonly used measurements. | The following day of meal session 1 and 2 within 4 weeks of initial screening session |
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Inclusion Criteria:
Exclusion Criteria:
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| Name | Affiliation | Role |
|---|---|---|
| Tsz-Kiu Chui | University of Tennessee | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Healthy Eating and Activity Laboratory, University of Tennessee | Knoxville | Tennessee | 37996 | United States |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| Background | U.S. Department of Health and Human Services; U.S. Department of Agriculture. 2015-2020 Dietary guidelines for Americans. Appendix 2. Estimated Calorie Needs per Day, by Age, Sex, and Physical Activity Level 2015; 8th Edition:http://health.gov.dietaryguidelines/2015/guidelines/. Accessed April 18, 2017. | ||
| Background | Lohman TR, Roche AF, Martorell R. Anthropometric Standardization Reference Manual. Champaign,Illinois: Human Kinetics Books; 1988. | ||
| 25850095 | Background | He H, Kong F, Tan J. DietCam: Multiview Food Recognition Using a Multikernel SVM. IEEE J Biomed Health Inform. 2016 May;20(3):848-855. doi: 10.1109/JBHI.2015.2419251. Epub 2015 Apr 2. | |
| Background | Sony Coporation. Smarteyeglass: API Overview. 2017; https://developer.sony.com/develop/wearables/smarteyeglass-sdk/api-overview/. Accessed Feb, 2017. |
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| ID | Title | Description |
|---|---|---|
| FG000 | Meal Order 1 | Meal A will be served to participant in meal session 1 and Meal B in meal session 2. Dietary Assessment of Meal A using images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. |
| FG001 | Meal Order 2 | Meal B will be served to participant in meal session 1 and Meal A in meal session 2. Dietary Assessment of Meal A using images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. |
| Title | Milestones | Reasons Not Completed | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Overall Study |
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| ID | Title | Description |
|---|---|---|
| BG000 | Meal Order 1 | Meal A will be served to participant in meal session 1 and Meal B in meal session 2. Dietary Assessment of Meal A using images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. |
| Units | Counts |
|---|---|
| Participants |
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| Title | Description | Population Description | Parameter Type | Dispersion Type | Unit of Measure | Calculate Percentage | Denominator Units Selected | Denominators | Classes |
|---|---|---|---|---|---|---|---|---|---|
| Age, Categorical | Count of Participants |
| Type | Title | Description | Population Description | Reporting Status | Anticipated Posting Date | Parameter Type | Dispersion Type | Unit of Measure | Calculate Percentage | Time Frame | Units Analyzed | Denominator Units Selected | Arm/Group Information | Denominators | Classes | Analyses | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Primary | Weighed Food Intake | Before and after each meal session, each food items will be weighed to the nearest tenth of a gram using an electronic food scale. Assessing the weight change of food intake. | Posted | Mean | Standard Deviation | grams | Meal session 1 and 2 within 4 weeks of initial screening session |
|
4 weeks of participation
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| ID | Title | Description | Deaths (Affected) | Deaths (At Risk) | Serious Events (Affected) | Serious Events (At Risk) | Other Events (Affected) | Other Events (At Risk) |
|---|---|---|---|---|---|---|---|---|
| EG000 | Meal Order 1 | Meal A will be served to participant in meal session 1 and Meal B in meal session 2. Dietary Assessment of Meal A using images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. |
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| Title | Organization | Phone | Extension | |
|---|---|---|---|---|
| Hollie Raynor | University of Tennessee | 865-974-6259 | hraynor@utk.edu |
| Type | Includes Protocol | Includes SAP | Includes ICF | Document Label | Document Date | Document Uploaded Date | Document File Name |
|---|---|---|---|---|---|---|---|
| Prot | Yes | No | No | Study Protocol | May 21, 2024 | Mar 11, 2025 | Prot_002.pdf |
| ICF | No | No | Yes | Informed Consent Form | Aug 3, 2017 | May 21, 2024 | ICF_001.pdf |
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| ID | Term |
|---|---|
| D005247 | Feeding Behavior |
| ID | Term |
|---|---|
| D001522 | Behavior, Animal |
| D001519 | Behavior |
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A 2x2x2x2x3 mixed factorial design will be used, with a between-subject factor of the order of meals (Order 1 and 2) and within-subject factors of food shapes (Regular and Irregular), food complexities (Single food and Mixed food), meals (Meal A and B), and methods of measurement (DietCam, weighed food intake, and 24-hour dietary recall).
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The project staffs who will be analyzing the digital images taken by Sony Smarteyeglass during meal sessions will be masked including the types of foods and volume provided to the participants.
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| Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass | Device | Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. |
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| 32517834 | Derived | Chui TK, Tan J, Li Y, Raynor HA. Validating an automated image identification process of a passive image-assisted dietary assessment method: proof of concept. Public Health Nutr. 2020 Oct;23(15):2700-2710. doi: 10.1017/S1368980020000816. Epub 2020 Jun 10. |
| BG001 | Meal Order 2 | Meal B will be served to participant in meal session 1 and Meal A in meal session 2. Dietary Assessment of Meal A using images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. |
| BG002 | Total | Total of all reporting groups |
| Participants |
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| Age, Continuous | Mean | Standard Deviation | years |
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| Sex: Female, Male | nominal scale | Count of Participants | Participants |
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| Race (NIH/OMB) | Count of Participants | Participants |
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| Region of Enrollment | Number | participants |
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| OG001 | Meal Order 2 | Meal B will be served to participant in meal session 1 and Meal A in meal session 2. Dietary Assessment of Meal A using images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. |
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| Primary | 24-hour Dietary Recall | On the following day of each meal session, the investigator will ask the participant to recall their dietary intake by having the participant reporting all foods and beverages consumed and the time in which they consumed these items within the past 24 hours. Participants will be asked what time of day the foods and beverages were consumed and will be shown two-dimensional food shapes to help with estimating portion sizes. Only dietary intake for the meal session will be entered into NDS-R to convert to commonly used measurements. | Posted | Mean | Standard Deviation | grams | The following day of meal session 1 and 2 within 4 weeks of initial screening session |
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| 15 |
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| 15 |
| EG001 | Meal Order 2 | Meal B will be served to participant in meal session 1 and Meal A in meal session 2. Dietary Assessment of Meal A using images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal A in the laboratory Meal A: Turkey and Provolone Cheese Sandwich [whole wheat bread 52g(female & male), Turkey 70g(female) & 133g(male), Provolone cheese 23g(female & male), tomato 50g(female & male), lettuce 45g(female & male)]; Chicken and wild rice [chicken 98g(female & male), wild rice 71g(female) & 107g(male)]; chocolate chips cookies [44g(female) & 60.5g(male)]; potato chips [39g(female) & 52g(male)]. Dietary Assessment of Meal B using Images taken by Sony Smarteyeglass: Participant will be wearing Sony Smarteyeglass to record digital images while eating meal B in the laboratory Meal B: Ham & Cheddar cheese wrap [Tortilla 45g(female & male), Ham deli 76g(female) & 103g(male), cheddar cheese 21g(female) & 32g(male), Spring Mix 36g(female & male), Fat Free ranch dressing 29g(female & male)]; Pasta with broccoli and Alfredo sauce [Pasta 91g(female) & 121g(male), Broccoli 66g(female & male), Alfredo sauce 38g(female) & 50g(male)]; Chocolate Ice-cream [107g(female), 138g(male)]; Red seedless grapes [365g (female), 471g(male)]. | 0 | 15 | 0 | 15 | 0 | 15 |
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