How do automated school lunch pre-order apps like NutriSlice impact food waste compared to traditional cafeteria line service in middle schools?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do automated school lunch pre-order apps like NutriSlice impact food waste compared to traditional cafeteria line service in middle schools?
3 real searches · 1 real-search pass
Nutrislice school lunch preordering food waste study schools meal ordering wasteGoogle ↗
OBSERVEDReason
school meal pre-ordering systems food waste cafeteria study K-12 forecasting production wasteGoogle ↗
OBSERVEDReason
USDA school cafeteria food waste plate waste production waste middle school studyGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Nutrislice school lunch preordering food waste study schools meal ordering waste Google ↗
school meal pre-ordering systems food waste cafeteria study K-12 forecasting production waste Google ↗
USDA school cafeteria food waste plate waste production waste middle school study Google ↗
- School and meal characteristics associated with plate waste in K-12 cafeterias in the United States · pubmed.ncbi.nlm.nih.gov
- Resources, Barriers, and Tradeoffs: A Mixed Methods Analysis of School Pre-Consumer Food Waste. · pubmed.ncbi.nlm.nih.gov
- Student receptivity to new school meal offerings: Assessing fruit and vegetable waste among middle school students in the Los Angeles Unified School District · sciencedirect.com
- Effects of informational nudges on preordered food choices of middle school National School Lunch Program participants - Kropp - 2024 - Journal of the Agricultural and Applied Economics Association · onlinelibrary.wiley.com
- Read research · journals.plos.org
- Read research · pubmed.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Nutrislice school lunch preordering food waste study schools meal ordering waste OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
school meal pre-ordering systems food waste cafeteria study K-12 forecasting production waste OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
USDA school cafeteria food waste plate waste production waste middle school study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |