What criteria do school boards typically use when removing controversial books, and how has this impacted local literacy non-profits this year?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What criteria do school boards typically use when removing controversial books, and how has this impacted local literacy non-profits this year?
3 real searches · 1 real-search pass
Tulsa Oklahoma 2026 school book removals literacy nonprofits impact book bans literacy organizations 2026Google ↗
OBSERVEDConsequence
Oklahoma school board book challenges removal criteria policy library books 2026 state lawGoogle ↗
OBSERVEDReason
2026 book bans impact literacy nonprofits Oklahoma Tulsa libraries donations volunteers fundingGoogle ↗
OBSERVEDConsequence
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). 1 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
Tulsa Oklahoma 2026 school book removals literacy nonprofits impact book bans literacy organizations 2026 Google ↗
Oklahoma school board book challenges removal criteria policy library books 2026 state law Google ↗
2026 book bans impact literacy nonprofits Oklahoma Tulsa libraries donations volunteers funding Google ↗
- Book Challenges: Frequently Asked Questions & Answers · oklibs.org
- Okla. Admin. Code § 210:35-3-126 - Collection requirements and penalty for noncompliance | State Regulations | US Law · law.cornell.edu
- Censorship by the Numbers: Banned Books Data · ala.org
- A Spotlight on School Book Bans · pen.org
- PEN America: Nearly 12,000 school book bans in a year, a record high · apnews.com
- Book Bans Hit Unprecedented High in 2025–26 School Year, PEN Report Shows · publishersweekly.com
- Organization and programs · readingpartners.org
- Impact · readingpartners.org
- About the organization · tulsalibrarytrust.org
- Access For All · tulsalibrary.org
- Library donation information · tulsalibrary.org
- Broken Arrow library removed displays on LGBTQ+, race themes · tulsaflyer.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Tulsa Oklahoma 2026 school book removals literacy nonprofits impact book bans literacy organizations 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Oklahoma school board book challenges removal criteria policy library books 2026 state law OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 book bans impact literacy nonprofits Oklahoma Tulsa libraries donations volunteers funding OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |