I manage a 24/7 logistics team and need recommendations for science-backed shift work sleep disorder management tools to help us stay alert and healthy.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I manage a 24/7 logistics team and need recommendations for science-backed shift work sleep disorder management tools to help us stay alert and healthy.
3 real searches · 1 real-search pass
NIOSH shift work long work hours fatigue recommendations light caffeine naps schedule workplaceGoogle ↗
OBSERVEDConsequence
American Academy Sleep Medicine shift work disorder treatment light therapy melatonin naps caffeine evidenceGoogle ↗
OBSERVEDReason
CDC NIOSH training for nurses on shift work and long work hours fatigue countermeasuresGoogle ↗
OBSERVEDInstruction
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
NIOSH shift work long work hours fatigue recommendations light caffeine naps schedule workplace Google ↗
American Academy Sleep Medicine shift work disorder treatment light therapy melatonin naps caffeine evidence Google ↗
CDC NIOSH training for nurses on shift work and long work hours fatigue countermeasures Google ↗
- Management of shift work disorder: an American Academy of Sleep Medicine clinical practice guideline · pmc.ncbi.nlm.nih.gov
- 0778 Management of Shift Work Disorder an American Academy of Sleep Medicine Clinical Practice Guideline | SLEEP · doi.org
- Management of shift work disorder: an American Academy of Sleep Medicine clinical practice guideline | Journal of Clinical Sleep Medicine · link.springer.com
- Module 5. Work Organization Strategies to Promote Alertness and Health in Nurses, Objectives | NIOSH · cdc.gov
- Management of shift work disorder: an American Academy of Sleep Medicine clinical practice guideline. · pubmed.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
NIOSH shift work long work hours fatigue recommendations light caffeine naps schedule workplace OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
American Academy Sleep Medicine shift work disorder treatment light therapy melatonin naps caffeine evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CDC NIOSH training for nurses on shift work and long work hours fatigue countermeasures OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |