ROOM 4 / HUMAN IMPACT
A closer look at everyday kitchen decisions.
Compare a label. Inspect a lunch curve. Plan dinner, check storage, or question a kitchen myth. Five tools, with the assumptions left in view.
Deterministic benchmark arithmetic; assumptions and measurements are separate. No clinical, popularity, savings or safety guarantee. Prices, food composition, DIAAS factors and unmeasured intervention effects are benchmark assumptions, not a retail survey or individual predictions. Verification checks arithmetic and data contracts, NOT clinical efficacy or product safety.
IMPACT-01 / SUPERMARKET
Food labels & protein per $1
Label arithmetic; DIAAS-weighted index is not absorbed grams. Satiety hours require observations.
Formula and scientific limits
package_kcal=mass_g*kcal_100g/100; rounding_delta=package_kcal-rounded_serving_kcal*mass_g/serving_g; DIAAS_index=protein_g*assumed_DIAAS_factor/price_USD; satiety=observed_hours/serving_cost or nullDIAAS-adjusted g/$ is a quality-weighted index, not absorbed protein grams. The signed delta can be negative when label rounding rounds up. Serving sizes here are illustrative, not permission to choose arbitrary label servings.
Compare all 25 foods
| Rank | Food | Package kcal | Label kcal / serving | Signed delta kcal / package | Hidden kcal / package | Raw protein g/$ | DIAAS index g/$ |
|---|
Six sweeteners, separately modeled
IMPACT-02 / LUNCH
Glucose sensitivity curves
Educational G(t) sensitivity model, not CGM data, diagnosis or a treatment. No guaranteed reduction or prevention of hypoglycemia.
Formula and scientific limits
p(t,tau)=(t/tau)^2*exp(2-2*t/tau), zero for t<=0; G=B+A*p(t,tau)-A*d*p(t-delay,dip_tau); A=available_carbs*GI/100*gain; RS3 subtracts mass*extra_RS/100; preload multiplies A by acid_factor*fiber_protein_factor and tau by preload_tau_factor; iAUC is trapezoidal positive excursion at 1-minute intervalsExact 0–180 minute samples (accessible table)
| Minute | mg/dL |
|---|
Scenario coefficients and sources
IMPACT-03 / 7 PM
One pan, a 900-second plan
Prep, preheat and thermometer check included. If the endpoint is unmet at 900 s, continue cooking; the deadline never overrides safety.
Formula and scientific limits
cost_USD=sum(ingredient_cost_cents)/100/servings; contiguous half-open intervals cover [0,900); t=900 is conditional service, not proof of core temperatureguaranteed_ready_at_900 = false. Readiness remains unverified until checked with a core thermometer. A pan surface target is never a food core temperature. The timer cannot verify doneness.
The optional timer runs while this page is open.
IMPACT-04 / FRIDGE & PANTRY
What can share a storage space?
Quality targets are not safety limits. Savings use a disclosed spending/waste scenario; no universal $1,500 saving or acid-bath guarantee.
Formula and scientific limits
savings=annual_spend*(baseline_waste-scenario_waste); ethylene conflict when one production>=2 and the other's sensitivity>=2; interval intersection checks temperature and RH; no safety conclusionThese are quality targets for intact foods. Cut produce and perishables need refrigeration at ≤4 °C. Do not warm a household fridge to meet a produce quality target. Packaging, ripeness and cross-contamination are not modeled; safety compatibility is unknown.
Annual waste-cost scenario
IMPACT-05 / KITCHEN MYTHS
Check the claim. Avoid the hazard.
Hazard screening only. Stress is not a safe/shatter threshold; concentration needs measured release and ventilation. Never reproduce hazards.
Formula and scientific limits
stress_MPa=E_GPa*1000*alpha*delta_K/(1-nu); steam_volume_ratio=rho_liquid*461.52*T_K/P_Pa (ideal gas); ppm=(released_mg/1000/70.906)*R*T/P/room_m3*1e6; superheat_J=mass_g*4.184*excess_K; flash_g=energy_J/2257; pH>4.6 and aw>=0.94 is a growth screen, not validationNever reproduce these hazards. A model output cannot establish a safe exposure, certify glassware against fracture, or validate food preservation. Unknown quantitative predictions remain unknown.
From the films to the tools
54 published recipes, grouped by related benchmark. Editorial map from published films to Room 4 benchmark rows. Hooks quote deterministic engine values; they are not nutrition, medical or safety advice for a specific dish. A linked film does not demonstrate or validate the benchmark scenario.
IMPACT-01 · Supermarket labels and protein value · 6 recipes
- Classic French Beef Stew with Carrots & Potatoes (Boeuf Bourguignon)
- Old-Fashioned Peanut Butter Oat Bars with Crackly Mirror Chocolate
- Fluffy Japanese Soufflé Pancakes
- High-Protein Giant Brownie Pudding
- Hasselback Garlic Butter Steak with Herb Baste
- Dubai Pistachio Knafeh Chocolate Bar
IMPACT-02 · Lunch glucose sensitivity model · 13 recipes
- Venetian Jet-Black Squid Ink Pasta with Spicy Crimson Arrabbiata & Molten Burrata
- Creamy Baked Tuscan Salmon and Spinach Pasta
- French Onion Pasta Bake with Gruyère Crust
- Gourmet Truffle Mac & Cheese with Panko Crust
- Crispy Duck Fat Smashed Potatoes
- Wood-Fired Neapolitan Pizza Margherita
- Kyushu Tonkotsu Chashu Ramen
Watch film · Full recipe · Explore instant noodles benchmark
- Traditional Chilled Russian Okroshka
- Japanese Gyudon Beef Rice Bowl
- Detroit-Style Frico Edge Pepperoni Pizza
- Cacio e Pepe in Giant Pecorino Wheel
- Hanoi Traditional Beef Pho Bo
Watch film · Full recipe · Explore instant noodles benchmark
- Authentic Roman Rigatoni alla Carbonara
IMPACT-03 · 7 PM one-pan planning matrix · 6 recipes
- Creamy Tuscan Garlic Butter Salmon Rigatoni
- Gourmet Wagyu Smash Burger with Molten Cheese
- Canadian Maple-Herb Butter Roasted Turkey Breast
- Indian Butter Chicken (Murgh Makhani)
Watch film · Full recipe · Explore chicken couscous benchmark
- Tonpeiyaki (Japanese Pork and Cabbage Omelette)
- Crispy Skillet Buffalo Chicken Tacos with Jalapeño Ranch
Watch film · Full recipe · Explore chicken couscous benchmark
IMPACT-04 · Fridge and pantry compatibility · 12 recipes
- Royal Japanese Crown Melon and Peach Sundae Coupe
- Banana Hazelnut-Cocoa Stuffed French Toast Roll-Ups
- Colombian Salpicon Fruit Sundae with Vanilla Ice Cream
- Salted Peanut Caramel Apples
- Royal Amalfi Berry, Citrus and Pistachio Gelato Crystal Jar
- Pumpkin Spice Brioche French Toast Bake
- Artisanal French Butter Croissant
- Strawberry Matcha Cold Cloud with Layered Silk
- Brown Butter Apple Blondies with Salted Caramel Drizzle
- Creamy Mushroom Spinach Egg Toast
- Gourmet Spiced Pumpkin Cheesecake Cookies
- San Sebastián Basque Burnt Cheesecake
IMPACT-05 · Kitchen myth physics checks · 17 recipes
- The Black Eclipse Blood Orange & Blackberry Mezcal Cocktail
- Neon Dragonfruit Pitaya Mango Parfait Coupe
- Authentic Mexican Street Mangonada
- Japanese Wagyu Katsu Sando
- Fried Ice Cream with Cinnamon Cornflake Crust
- Royal Filipino Halo-Halo Supreme
- Hawaiian Pineapple Coconut Lava Flow with Strawberry Magma
- Crispy Pan-Fried Dumplings with Lace Skirt
- Korean Honey Butter Fried Chicken
- Passion Fruit Vanilla Martini with Sparkling Prosecco Chaser
- Ultra-Crispy Buttermilk Fried Chicken Tenders
- Molten Chocolate Lava Cake
- Crispy Sicilian Arancini with Molten Mozzarella Core Pull
- Crispy Sweet & Tangy Orange Chicken
- Sticky Gochujang Glazed Pork Belly
- Vanilla Bean Crème Brûlée
- Crispy Mexican Churros with Spiced Chocolate
Sources & limits
Research date: 2026-10-21. Every tool uses the same canonical benchmark bundle. No network request is needed to use the tools.
All scientific and regulatory source notes
- label: US calorie rounding and energy factors; not arbitrary serving-size permission.
- diaas: DIAAS is an indispensable-amino-acid quality score, not absorbed protein grams. Row factors are assumptions, not FAO measurements.
- rice: 15 healthy adults; study rice RS 0.64 to 1.65 g/100 g after 24 h at 4 C and reheating. Do not transfer clinical effect sizes to other meals.
- order: Small food-order trial in type 2 diabetes; does not establish universal preload coefficients or cure brain fog.
- erythritol: Erythritol intervention did not increase glucose; not a safety endorsement or a mixed-meal GI measurement.
- isomaltulose: Isomaltulose versus sucrose trial; GI depends on test protocol and food matrix.
- allulose: FDA labeling guidance permits 0.4 kcal/g for allulose; not an exact universal GI.
- produce: Commodity-specific temperature, RH and ethylene guidance. Benchmark ranges are rounded quality targets for intact produce, not expiry dates.
- compatibility: Storage compatibility groups; separation flags are a heuristic, not a shelf-life prediction.
- wash: Running-water produce washing. A home acid bath is not a validated pathogen-kill step.
- temps: Thermometer endpoints, poultry 165 F, ground meat and egg dishes 160 F, fish 145 F; time alone never verifies safety.
- leftovers: Prompt shallow-container refrigeration, 2-hour limit (1 hour above 90 F), leftovers 3-4 days, reheat to 165 F.
- garlic: Fresh garlic in oil: refrigerate at 40 F or lower, maximum 4 days, or freeze; no home acidification inference.
- botulism: Bad Bug Book: growth depends on strain, temperature, pH and water activity. pH/aw screens cannot certify preservation.
- chlorine: Bleach mixed with acid can release chlorine. Never mix cleaners; calculated ppm is not an exposure prediction.
- chloramines: Bleach and ammonia can form hazardous chloramines; do not mislabel them as chlorine.
- microwave: Superheated water can erupt; absence of bubbles does not establish safety.
- glass: Borosilicate material properties; ideal constrained thermal stress is not a fracture certificate.
- fire: Never put water on a grease fire; cover only if safely accessible.
- bread: Bread storage experiment: staling and microbial spoilage are different outcomes. Refrigeration is not a universal prohibition.
Data version and checksums
human-impact-v1
Dataset SHA-256: b124fa3a0e309247fd17cfb16e549abafa581eac58a7f0292c238f771070d8c0
Engine SHA-256: f71d0a9eeffea624846bb2cde665f0243843e6be989dd6743601a78707d2d862