← all works
How better sleep can improve productivity
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
The three-model screen
all 1,000 screened works →All three models called this out of scope.
stratum: aff_core · design weight: 5595.24 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: editorial/commentary
about Canada: no
confidence: low
Short piece on sleep and productivity; abstract absent and the title gives no indication that research or researchers are the object.
GPT-5.6 (high)OUT
genre: editorial/commentary
about Canada: no
confidence: high
This is a general article about sleep and productivity rather than research practice.
Grok 4.5OUT
genre: editorial/commentary
about Canada: no
confidence: medium
Title is sleep and productivity advice piece; not studying research practice, no abstract.
Abstract
No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
The record
- Venue
- Nature
- Topic
- Sleep and related disorders
- Field
- Psychology
- Canadian institutions
- World Federation of Science Journalists
- Funders
- —
- Keywords
- Rest (music)Sleep (system call)Advice (programming)ProductivitySleep lossPsychologyMedical educationSleep deprivationMedicineComputer scienceCircadian rhythmEconomicsNeuroscienceInternal medicine
- Has abstract in OpenAlex
- no