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Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"oranges","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[90,95],"optimal_temp_c":[3,8],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":2,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"lemons","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[90,95],"optimal_temp_c":[12,14],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":3,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"lettuce","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[95,100],"optimal_temp_c":[0,1],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":3,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"spinach","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[95,100],"optimal_temp_c":[0,1],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":3,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"broccoli","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[95,100],"optimal_temp_c":[0,1],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":3,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"carrots","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[98,100],"optimal_temp_c":[0,1],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":3,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"cucumbers","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[95,100],"optimal_temp_c":[10,12],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":1,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"bell_peppers","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[90,95],"optimal_temp_c":[7,10],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":2,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"zucchini","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[95,100],"optimal_temp_c":[5,10],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":2,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"mushrooms","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[95,100],"optimal_temp_c":[0,1],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":2,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"potatoes","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[90,95],"optimal_temp_c":[7,10],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":1,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"dry_onions","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[65,70],"optimal_temp_c":[0,1],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":1,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"garlic_bulbs","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[60,70],"optimal_temp_c":[-1,0],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":2,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"basil","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[90,95],"optimal_temp_c":[12,15],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":1,"ethylene_sensitivity":3,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"parsley","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[95,100],"optimal_temp_c":[0,1],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["produce","compatibility"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":0,"ethylene_sensitivity":0,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Plain bread: refrigeration accelerates staling but can slow mold; freeze for longer storage. Filled/perishable breads need refrigeration.","id":"bread","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":[40,60],"optimal_temp_c":[18,22],"retrogradation_risk":"high_at_refrigerator_temperature; freeze_for_longer_storage","scenario_waste_fraction":0.1,"source_ids":["bread"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":0,"ethylene_sensitivity":0,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"milk","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":null,"optimal_temp_c":[0,4],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["leftovers"]},{"annual_spend_usd":100,"baseline_waste_fraction":0.2,"ethylene_production":0,"ethylene_sensitivity":0,"evidence":"Rounded storage quality targets; spending and waste reduction are assumptions, not observed savings.","home_storage_note":"Targets depend on cultivar and ripeness. Cut produce and perishables need refrigeration at <=4 C; do not set a household fridge warmer to meet chilling-sensitive produce targets.","id":"eggs","metrics":{"annual_savings_usd":10.0},"optimal_rh_pct":null,"optimal_temp_c":[0,4],"retrogradation_risk":"not_applicable_to_this_raw_or_nonstarch_item","scenario_waste_fraction":0.1,"source_ids":["leftovers"]}]},"IMPACT-05":{"rows":[{"action":"Avoid thermal shock; follow the glassware maker's instructions.","claim":"Ice water makes a hot glass dish safe","id":"glass_ice","inputs":{"alpha_per_k":9e-06,"delta_k":200,"poisson":0.22,"young_gpa":70},"metrics":{"thermal_shock_MPa":161.538462},"model":"thermal","source_ids":["glass"],"verdict":"reject_unsafe_claim"},{"action":"Lower expansion does not certify safety; flaws and constraints matter.","claim":"Borosilicate cannot shatter","id":"borosilicate","inputs":{"alpha_per_k":3.3e-06,"delta_k":200,"poisson":0.2,"young_gpa":64},"metrics":{"thermal_shock_MPa":52.8},"model":"thermal","source_ids":["glass"],"verdict":"reject_unsafe_claim"},{"action":"Never add water. Turn off heat if safe; cover with a lid if safely accessible; evacuate if spreading.","claim":"Water extinguishes a grease fire","id":"grease_water","inputs":{"liquid_density":958.4,"pressure_pa":101325,"temp_c":100},"metrics":{"steam_expansion_ratio":1628.936537},"model":"steam","source_ids":["fire"],"verdict":"reject_unsafe_claim"},{"action":"Use tested canning methods and rated jars; stress model omits internal pressure.","claim":"Seal boiling water in any glass jar","id":"sealed_hot_jar","inputs":{"alpha_per_k":9e-06,"delta_k":80,"poisson":0.22,"young_gpa":70},"metrics":{"thermal_shock_MPa":64.615385},"model":"thermal","source_ids":["glass"],"verdict":"reject_unsafe_claim"},{"action":"Refrigerate at 40 F or lower for at most 4 days, or freeze.","claim":"Raw garlic in oil is pantry-stable","id":"garlic_oil","inputs":{"aw":0.99,"ph":6.0},"metrics":{"decision":"refrigerate_max_4_days_or_freeze","growth_conditions_possible":true,"shelf_stable_certified":false},"model":"botulism","source_ids":["garlic"],"verdict":"reject_unsafe_claim"},{"action":"Bulk pH is not equilibrium pH inside garlic; no shelf-stability certificate.","claim":"A splash of vinegar sterilizes garlic oil","id":"garlic_acid","inputs":{"aw":0.99,"ph":4.6},"metrics":{"decision":"refrigerate_max_4_days_or_freeze","growth_conditions_possible":false,"shelf_stable_certified":false},"model":"botulism","source_ids":["botulism"],"verdict":"reject_unsafe_claim"},{"action":"Never mix cleaners. This normalized measured-release calculation is not a recipe or a safe exposure limit.","claim":"Bleach plus vinegar cleans better","id":"bleach_vinegar","inputs":{"released_chlorine_mg":1,"room_m3":30},"metrics":{"chlorine_gas_ppm":0.011501},"model":"chlorine","source_ids":["chlorine"],"verdict":"reject_unsafe_claim"},{"action":"Hazardous chloramines can form. Chlorine ppm is not the right exposure model.","claim":"Bleach plus ammonia is harmless","id":"bleach_ammonia","inputs":{"safe":false},"metrics":{"quantitative_prediction":null,"safe":false},"model":"screen","source_ids":["chloramines"],"verdict":"reject_unsafe_claim"},{"action":"Water can erupt when disturbed; follow appliance instructions and avoid overheating.","claim":"No bubbles means microwaved water is cool","id":"microwave_water","inputs":{"excess_k":5,"mass_g":250},"metrics":{"adiabatic_flash_g":2.317235,"excess_energy_j":5230.0},"model":"superheat","source_ids":["microwave"],"verdict":"reject_unsafe_claim"},{"action":"Trapped steam can rupture the egg; do not heat whole eggs this way.","claim":"Microwave whole eggs without pressure risk","id":"microwave_egg","inputs":{"safe":false},"metrics":{"quantitative_prediction":null,"safe":false},"model":"screen","source_ids":["microwave"],"verdict":"reject_unsafe_claim"},{"action":"Discard improperly stored rice; reheating may not remove preformed toxin.","claim":"Reheating fixes rice left out overnight","id":"rice_counter","inputs":{"safe":false},"metrics":{"quantitative_prediction":null,"safe":false},"model":"screen","source_ids":["leftovers"],"verdict":"reject_unsafe_claim"},{"action":"Avoid spreading raw juices; cook to at least 74 C and clean contact surfaces.","claim":"Rinsing raw chicken removes the risk","id":"wash_chicken","inputs":{"safe":false},"metrics":{"quantitative_prediction":null,"safe":false},"model":"screen","source_ids":["temps"],"verdict":"reject_unsafe_claim"},{"action":"Rinse under running water before use; an acid bath does not validate safety or shelf life.","claim":"An acid bath guarantees three-week safe berries","id":"berry_acid","inputs":{"safe":false},"metrics":{"quantitative_prediction":null,"safe":false},"model":"screen","source_ids":["wash"],"verdict":"reject_unsafe_claim"},{"action":"Use a thermometer; color and a 15-minute timer cannot replace the endpoint.","claim":"Color alone proves chicken is cooked","id":"pink_chicken","inputs":{"measured_core_c":65,"required_core_c":74},"metrics":{"endpoint_met":false},"model":"endpoint","source_ids":["temps"],"verdict":"reject_unsafe_claim"},{"action":"Normalize units before squaring; dimensional correctness alone still does not certify safety.","claim":"Millimetres can replace metres in a squared formula","id":"ai_unit_error","inputs":{"exponent":2,"length_ratio":1000},"metrics":{"squared_unit_error":1000000},"model":"units","source_ids":["glass"],"verdict":"reject_unsafe_claim"}]}},"engine_sha256":"f71d0a9eeffea624846bb2cde665f0243843e6be989dd6743601a78707d2d862","formulas":{"IMPACT-01":"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 null","IMPACT-02":"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 intervals","IMPACT-03":"cost_USD=sum(ingredient_cost_cents)/100/servings; contiguous half-open intervals cover [0,900); t=900 is conditional service, not proof of core temperature","IMPACT-04":"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 conclusion","IMPACT-05":"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 validation"},"research_date":"2026-10-21","schema_version":"human-impact-v1","scope":"Deterministic benchmark arithmetic; assumptions and measurements are separate. No clinical, popularity, savings or safety guarantee.","sources":{"allulose":{"scope":"FDA labeling guidance permits 0.4 kcal/g for allulose; not an exact universal GI.","url":"https://www.fda.gov/regulatory-information/search-fda-guidance-documents/guidance-industry-declaration-allulose-and-calories-allulose-nutrition-and-supplement-facts-labels"},"botulism":{"scope":"Bad Bug Book: growth depends on strain, temperature, pH and water activity. pH/aw screens cannot certify preservation.","url":"https://www.fda.gov/media/83271/download"},"bread":{"scope":"Bread storage experiment: staling and microbial spoilage are different outcomes. Refrigeration is not a universal prohibition.","url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC7824337/"},"chloramines":{"scope":"Bleach and ammonia can form hazardous chloramines; do not mislabel them as chlorine.","url":"https://www.atsdr.cdc.gov/toxprofiles/tp172-c1.pdf"},"chlorine":{"scope":"Bleach mixed with acid can release chlorine. Never mix cleaners; calculated ppm is not an exposure prediction.","url":"https://www.cdc.gov/mmwr/preview/mmwrhtml/00015111.htm"},"compatibility":{"scope":"Storage compatibility groups; separation flags are a heuristic, not a shelf-life prediction.","url":"https://ucanr.edu/sites/Postharvest_Technology_Center_/files/231952.pdf"},"diaas":{"scope":"DIAAS is an indispensable-amino-acid quality score, not absorbed protein grams. Row factors are assumptions, not FAO measurements.","url":"https://www.fao.org/4/i3124e/i3124e.pdf"},"erythritol":{"scope":"Erythritol intervention did not increase glucose; not a safety endorsement or a mixed-meal GI measurement.","url":"https://pubmed.ncbi.nlm.nih.gov/27117004/"},"fire":{"scope":"Never put water on a grease fire; cover only if safely accessible.","url":"https://www.fsis.usda.gov/food-safety/safe-food-handling-and-preparation/food-safety-basics/deep-fat-frying"},"garlic":{"scope":"Fresh garlic in oil: refrigerate at 40 F or lower, maximum 4 days, or freeze; no home acidification inference.","url":"https://nchfp.uga.edu/how/freeze/vegetables/freezing-garlic-in-oil/"},"glass":{"scope":"Borosilicate material properties; ideal constrained thermal stress is not a fracture certificate.","url":"https://www.schott.com/en-us/products/borofloat-p1000314/technical-details"},"isomaltulose":{"scope":"Isomaltulose versus sucrose trial; GI depends on test protocol and food matrix.","url":"https://doi.org/10.2337/dc15-1891"},"label":{"scope":"US calorie rounding and energy factors; not arbitrary serving-size permission.","url":"https://www.ecfr.gov/current/title-21/section-101.9"},"leftovers":{"scope":"Prompt shallow-container refrigeration, 2-hour limit (1 hour above 90 F), leftovers 3-4 days, reheat to 165 F.","url":"https://www.fsis.usda.gov/food-safety/safe-food-handling-and-preparation/food-safety-basics/leftovers-and-food-safety"},"microwave":{"scope":"Superheated water can erupt; absence of bubbles does not establish safety.","url":"https://www.fda.gov/radiation-emitting-products/resources-you-radiation-emitting-products/microwave-ovens"},"order":{"scope":"Small food-order trial in type 2 diabetes; does not establish universal preload coefficients or cure brain fog.","url":"https://pubmed.ncbi.nlm.nih.gov/26106234/"},"produce":{"scope":"Commodity-specific temperature, RH and ethylene guidance. Benchmark ranges are rounded quality targets for intact produce, not expiry dates.","url":"https://postharvest.ucdavis.edu/produce-facts"},"rice":{"scope":"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.","url":"https://pubmed.ncbi.nlm.nih.gov/26693746/"},"temps":{"scope":"Thermometer endpoints, poultry 165 F, ground meat and egg dishes 160 F, fish 145 F; time alone never verifies safety.","url":"https://www.fsis.usda.gov/food-safety/safe-food-handling-and-preparation/food-safety-basics/safe-temperature-chart"},"wash":{"scope":"Running-water produce washing. A home acid bath is not a validated pathogen-kill step.","url":"https://www.fda.gov/consumers/consumer-updates/7-tips-cleaning-fruits-vegetables"}}}
