Submitted:
29 August 2025
Posted:
01 September 2025
Read the latest preprint version here
Abstract
Keywords:
Introduction
Methods
Menu Creation
Inconvenience Metric
Determination of Nova Categorization
Shelf Stability in Context of 7-Day Menu
Menu Cost and Leftover Food Calculations
Annual Cost Analysis Using 52-Week Shopping Simulation
- 1)
- Daily Consumption Rates: The daily consumption rates were calculated by dividing the total quantity used for the 4-person household across the 7-day menu by 7. For example, the UPF menu required 8.71 containers of milk over the week, so the daily consumption rate was 1.24 containers per day (8.71/7=1.24). Ready-to-eat food items that are intended to be consumed upon purchase (e.g. a pre-made chicken wrap), were consumed immediately each week in the model.
- 2)
- Inventory Tracking: The model maintained a running inventory of food items, tracking both unopened containers and opened containers currently in use. When a container was opened, its shelf life was updated according to expiration timeframes of an opened container from the FoodKeeper App [31] and supplementary resources [32,33,34]. Proportion of items that remained in the inventory until their expiration date was counted as wasted value and removed.
- 3)
- Shopping Frequency: Weekly shopping trips were simulated, with purchases based on anticipated needs for the coming week while considering existing inventory levels. The model assumed consumers would purchase items only when current inventory levels were insufficient to meet the week’s requirements. When multiple containers were purchased, they were opened sequentially as consumption required, with each newly opened container's expiration timer reset to the opened shelf-life duration. Annual costs were calculated from all food purchased throughout the 52 weeks.
Determination of Nutrient Content
Determination of HEI-2015 Scores
Energy Density and Hyper-Palatable Foods
Statistical Analysis
Results
Menus and Energy from Ultra-Processed Foods
Meal Inconvenience Score
Shelf Stability of the Initial 7-Day Menus
Nutrient Content, Energy Density, and Hyper-Palatable Foods
Initial Food Cost
Annual Cost Analysis Using 52-Week Shopping Simulation
Discussion
Limitations
Conclusions
Supplementary Materials
Funding
Author Disclosures
Acknowledgements
Conflicts of interest
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| Category |
Inconvenient (2) |
Semi-Convenient (1) |
Convenient (0) |
|
| Score | ||||
| Meal Ingredients | Full (fast) Meals | |||
| (2a) Single meal components used for cooking from scratch (Fresh meat (cuts), fish and seafood, vegetables, fruit, rice, eggs, pasta and potatoes) |
(1a) Partially prepared and/or preserved single meal components (Canned, frozen, smoked or pre- prepared fish or seafood, frozen meat products, potato croquettes, French fries, frozen, tinned or dried vegetables (e.g. dried beans), canned, dried, frozen or candied fruits) |
(0a) Complete fast meals (e.g. ready-to-(h)eat meals (based on vegetables, meat or fish), premade soups, pizza, lasagna, or canned pasta dishes, ready-made diet meals, baby food, ready-to-eat sandwiches) |
(0a) Meals out (e.g. away-from-home food or restaurant expenditures) |
|
| Accessory Ingredients | ||||
| (2b) Accessory meal ingredients (e.g. fats, oils, dried herbs, spices, flour, yeast, starch and flavors) |
(1b) Ready-made accessory stuffs (e.g. sauces (e.g. pre-prepared pesto or store- bought pasta sauces, mayonnaise, mustard, apple sauce), bouillon cubes, meat juices, liquid meat preparations) |
|||
| (1c) 'Other' (e.g. Bread, sandwich fillings, milk products and breakfast cereals) |
(0c) ‘Ready-to-eat’ snacks (e.g. biscuits, cakes, sweets, crisps, ice cream) |
|||
| DAY 1 | DAY 2 | DAY 3 | DAY 4 | |
| BREAKFAST |
Breakfast burrito 1 flour tortilla 7” in diameter ¼ c. liquid egg whites (in 1 tsp butter) 1/3 c. canned black beans 1 oz shredded cheddar cheese 1 c. orange juice 1 c. nonfat milk |
Hot cereal ½ c. instant oatmeal 1 tbsp brown sugar 2 tbsp raisins 1 tsp butter ½ c. nonfat milk 1 c. apple juice |
Cold cereal 1 c. honey nut oat cereal † 1 c. nonfat milk 1 small banana 1 slice whole wheat toast † 1 tsp butter 1 c. grapefruit juice |
English muffin 1 whole wheat English muffin † 2 tsp butter 1 tbsp jam † 1 c. grapefruit juice 1 hard-boiled egg |
| LUNCH |
Turkey sandwich 2 slices whole wheat bread † 3 oz deli turkey † 2 slices tomato ¼ c. shredded romaine lettuce 1/8 c. mushrooms 1 ½ oz shredded mozzarella 1 tsp yellow mustard 3/4 c. frozen grilled potatoes 12 oz sparkling water* |
Taco salad 2 oz tortilla chips 2 oz ground turkey, sauteed in 1 tbsp sunflower oil ½ c. canned black beans ½ c. iceberg lettuce 1 tbsp canned diced tomato 1 oz shredded cheddar 2 tbsp salsa ½ c. guacamole 12 oz sparkling water † |
Tuna fish sandwich 2 slices rye bread* 3 oz cracked black pepper tuna 2 tsp mayonnaise † 1 tbsp diced celery ¼ c. shredded romaine lettuce 2 slices tomato 1 c. pear slices 1 c. nonfat milk |
Black bean soup 2 ¾ c. canned black bean soup 2 oz whole wheat bread/dinner roll* ½ c. frozen carrots 1 c. nonfat milk |
| DINNER |
Salmon rice bowl 2 packets lemon pepper salmon ½ c. white rice 1 tbsp chopped scallions ¼ c. diced cucumber 1 tbsp sesame seeds 3 tsp mayonnaise † 1 tsp hot sauce Toasted nori (4g package) ½ c. steamed broccoli 1 c. nonfat milk |
Spinach pasta bake 1 c. gluten-free pasta 2/3 c. cooked spinach ½ c. skim milk ricotta † ½ c. diced tomatoes 1 oz mozzarella cheese 1 oz whole wheat dinner roll* 1 c. nonfat milk |
Chicken dinner 3 oz rotisserie chicken 1 c. mixed greens 1.5 c. yams ½ c. sweet peas 1 oz whole wheat dinner roll † |
Pasta with meat sauce 1 c. gluten-free pasta ½ c. tomato sauce 3 oz extra lean group beef), in 2 tsp vegetable oil 3 tbsp grated Parmesan cheese Spinach salad 1 c. baby spinach leaves 1 c. mandarin oranges ½ oz glazed walnuts 3 tsp thousand island salad dressing † 1 c. nonfat milk |
| SNACK | 1 c. homemade fruit cocktail | ½ oz roasted almonds ¼ c. mandarin oranges 2 tbsp raisins |
¼ c. dried apricots 5 oz low-fat yogurt 1 oz brown sugar 1 oz strawberries |
1 c. low-fat yogurt 1 tbsp brown sugar |
| † Denotes foods from Nova Category 4 | ||||
| DAY 5 | DAY 6 | DAY 7 | ||
| BREAKFAST |
Cold cereal 1 c. shredded wheat cereal † 1 tbsp raisins 1 c. nonfat milk ½ c. peach slices 1 slice whole wheat toast † 1 tsp butter 1 tsp jelly † |
Peanut butter toast 2 slices whole wheat toast † 2 tsp butter 2 tbsp peanut butter ½ c. peach slices 1 c. nonfat milk |
Hot cereal ½ c. Instant oatmeal 2 tbsp raisins ½ c. nonfat milk 1 c. pear slices |
|
| LUNCH |
Chicken sandwich 2 oz whole wheat pita bread † ¼ c. romaine lettuce 2 slices tomato 3 oz deli-style turkey 1 tbsp thousand island dressing † 1 tsp yellow mustard ½ c. applesauce † 1 c. tomato juice † |
Chili on a baked potato 1 c. vegetarian chili 2 oz ground turkey sauteed in 1 tbsp canola oil 1 medium baked potato ½ c. pear slices ¾ c. grapefruit juice |
Clam chowder 1 c. soup ½ c. mushrooms ½ c. onions ¾ c. mixed vegetables 10 whole wheat crackers 1 c. nonfat milk |
|
| DINNER |
Steak dinner 5 oz grilled top loin steak ¾ c. frozen potatoes ½ c. frozen carrots 2 oz whole wheat dinner roll † 1 tsp butter 1 c. nonfat milk |
Pizza 2 7-inch tortillas (7”) 2 oz shredded mozzarella cheese ¼ c. tomato sauce 1 oz hot pork sausage † ¼ c. roasted red bell peppers 2 tbsp mushrooms 2 tbsp onions Green salad 1 c. leafy greens 3 tsp Italian salad dressing † 1 c. nonfat milk |
Vegetable stir fry 4 oz firm tofu † ½ c. water chestnuts † ¼ c. canned carrots 1 c. brown rice and quinoa with garlic 1 c. grapefruit juice |
|
| SNACK | 1 c. strawberry kefir † | 5 whole wheat crackers 1 oz honey-roasted chickpeas † ½ c. homemade fruit cocktail |
1 oz salt and pepper cashews 1 c. sliced peaches 1 c. plain greek yogurt 2 tbsp brown sugar |
|
| † denotes foods from Nova Category 4 | ||||
| DAY 1 | DAY 2 | DAY 3 | DAY 4 | |
| BREAKFAST |
1 ct. Breakfast burrito 1 c. orange juice 1 c. nonfat milk |
Hot cereal ½ c. instant oatmeal 1 tsp soft margarine ½ c. nonfat ultrafiltered milk 1 c. apple juice |
Cold cereal 1 c. honey nut oat cereal 1 c. nonfat ultrafiltered milk 1 small banana* 1 slice whole wheat toast 1 tsp soft margarine 1 c. grapefruit juice |
English muffin 1 whole wheat English muffin 2 tsp soft margarine 1 tbsp jam 1 c. grapefruit juice 1 hard-boiled egg |
| LUNCH |
1 ct. Turkey and cheese sandwich 2 oz. canned tomato ¼ c. shredded romaine lettuce* 1/8 c. mushrooms 1 tsp yellow* mustard 3/4 c. frozen grilled potatoes 12 oz sparkling water |
1 ct. Chef salad kit 2 oz flavored tortilla chips ½ c. canned black beans 2 tbsp salsa ½ c. guacamole 12 oz sparkling water |
Tuna fish sandwich 2 slices rye bread 4 oz tuna salad ¼ c. shredded romaine lettuce* 2 oz. canned tomato 1 serving pear slices 1 c. nonfat ultrafiltered milk |
Black bean soup 2 ¾ c. canned black bean soup 2 oz whole wheat bread/dinner roll ½ c. canned carrots 1 c. nonfat ultrafiltered milk |
| DINNER |
Salmon rice bowl 2 packets lemon pepper salmon ½ c. white rice 1 tbsp chopped scallions* ¼ c. diced cucumber* 1 tbsp sesame seeds* 3 tsp mayonnaise 1 tsp hot sauce* Toasted nori (4g package)* ½ c. steamed broccoli* 1 c. nonfat ultrafiltered milk |
2 ½ c. Spinach ricotta ravioli ½ c. diced tomatoes 1 oz whole wheat dinner roll 1 c. nonfat ultrafiltered milk |
1 ct. chicken marsala 1 c. mixed greens 1 oz whole wheat dinner roll |
3 c. Pasta with meat sauce Spinach salad 1 c. baby spinach leaves* 2 servings mandarin oranges ½ oz glazed walnuts 3 tsp thousand island salad dressing 1 c. nonfat ultrafiltered milk |
| SNACK | 2 sv. fruit cocktail | ½ oz roasted almonds ¼ c. mandarin oranges 2 tbsp raisins |
¼ c. dried apricots 6 oz low-fat strawberry yogurt |
1 c. low-fat vanilla yogurt |
| ∗ denotes foods from Nova Categories 1-3 (i.e. minimally processed foods) | ||||
| DAY 5 | DAY 6 | DAY 7 | |
| BREAKFAST |
Cold cereal 1 c. shredded wheat raisin cereal 1 c. nonfat ultrafiltered milk 1 sv. peach slices 1 slice whole wheat toast 1 tsp soft margarine 1 tsp jelly |
1 ct. Peanut butter pie 1 sv. peach slices 1 c. nonfat ultrafiltered milk |
Hot cereal ½ c. Instant oatmeal ½ c. nonfat ultrafiltered milk 2 sv. pear slices |
| LUNCH |
1 ct. Chicken caesar wrap 2 tbsp. canned tomato 1 tsp yellow mustard* ½ c. applesauce 1 c. tomato juice |
Chili and potato 1 c. turkey chili ¾ c. frozen grilled potato 1 sv.. pear slices ¾ c. mixed fruit juice |
Clam chowder 1 c. soup ½ c. mushrooms ½ c. onions ¾ c. mixed vegetables 10 whole wheat crackers 1 c. nonfat ultrafiltered milk |
| DINNER |
1 ct. Salisbury Steak and potatoes ½ c. honey glazed carrots 2 oz whole wheat dinner roll 1 tsp soft margarine 1 c. nonfat ultrafiltered milk |
1 ct. Pizza burrito 2 tbsp mushrooms Green salad 1 c. leafy greens* 3 tsp Italian salad dressing 1 c. nonfat ultrafiltered milk |
1 ct Tofu stir fry ½ c. water chestnuts ¼ c. canned carrots 1 c. cran-raspberry juice |
| SNACK | 1 c. strawberry kefir | 5 whole wheat crackers 1 oz honey-roasted chickpeas 1 sv. fruit cocktail |
1 oz dill pickle cashews 2 sv. sliced peaches 1 c. vanilla Greek yogurt |
| ∗ denotes foods from Nova Categories 1-3 (i.e. minimally processed) | |||
| UPF | MPF | CONV | |
| Group 1 and 2 Foods (minimally processed, unprocessed, and processed culinary ingredients) | 6% | 35% | 2% |
| Group 3 Foods (processed foods) | 3% | 45% | 2% |
| Group 4 Foods (ultra-processed foods) | 91% | 20% | 96% |
| Nutrients | UPF | MPF | CONV |
| MACRONUTRIENTS | |||
| Energy (kcal) | 2025 | 2020 | 2000 |
| Non-beverage Energy density (kcal/g) | 1.24 | 1.22 | 1.30 |
| % Energy from Hyper-palatable Food | 46% | 37% | 55% |
| Protein (g) | 108 | 96 | 101 |
| Carbohydrate (g) | 281 | 282 | 276 |
| Added sugars (g) | 29 | 24 | 31 |
| Added sugar (teaspoon equivalents) | 6.92 | 5.73 | 7.40 |
| Fiber, total dietary (g) | 39 | 41 | 34 |
| Total fat (g) | 56.5 | 58.1 | 59.1 |
| Saturated fat (g) | 14.6 | 15.7 | 16.2 |
| Monounsaturated fat (g) | 20 | 22 | 20 |
| Polyunsaturated fat (g) | 16 | 17 | 15 |
| Omega-3 fat (g) | 0.84 | 0.87 | 0.74 |
| Omega-6 fat (g) | 6.32 | 6.94 | 4.67 |
| Cholesterol (mg) | 165 | 144.3 | 125.6 |
| Calcium (mg) | 1583 | 1456 | 1622 |
| Iron (mg) | 21.0 | 20.5 | 17.3 |
| Potassium (mg) | 3750 | 4141 | 3440 |
| Sodium (mg) | 4435 | 3109 | 5135 |
| Vitamin A, RAE (mcg) | 1530 | 1645 | 1210 |
| Vitamin D (IU) | 387.4 | 393.5 | 385.1 |
| UPF | MPF | CONV | |
| Initial Cost per Serving, 1-Person Household | $87.59 | $94.01 | $96.15 |
| Initial Total Cost, 1-Person Household | $296.90 | $304.89 | $227.49 |
| Initial Total Cost, 4-Person Household | $491.27 | $533.91 | $469.40 |
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