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Record W4293343241 · doi:10.5281/zenodo.7027167

this particular pillow to feel more and refreshed every morning

2022· article· en· W4293343241 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2022
Typearticle
Languageen
FieldComputer Science
TopicEnvironmental Engineering and Cultural Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMorningPsychologyMedicine

Abstract

fetched live from OpenAlex

The advanced technology memory froth used in Derila Pillow helps it to stay in shape and to repel any unwanted contraction. It can fluently take up the body weight when maintaining its shape and comfort eternity. People suffering from chine, head and neck pain can always choose this particular pillow to feel more and refreshed every morning. The external face subcaste of Derila Pillow can fluently maintain a good temperature so that you can comfortably sleep all night long. The Matrix turns allows proper air movement to maintain subtle temperature. No matter whether you sleep on your reverse or stomach, Derila pillow always delivers a veritably peaceful good night sleep. It's a perfect option for people who have strange sleeping habits And anticipate a lot of comfort from theirpillows.However, you'll find that it's absolutely indefectible, If you precisely observe the overall design of Derila Pillow. The product has been constructed to support your neck specifically and allow you tossing and turning the way you want without any restrictions.\n\n\nhttps://www.prnewswire.com/news-releases/new-range-of-derila-pillows-launched-301612465.html\n\n\nhttps://www.ottawalife.com/article/derila-pillow-canada-premium-memory-foam-pillow-for-perfect-sleep\n\n\nhttps://urbanmatter.com/derila-premium-memory-foam-pillow-latest-warning-reviews-2022/\n\n\nhttps://www.outlookindia.com/outlook-spotlight/blissy-pillowcase-latest-updated-us-ca-uk-ie-au-nz-review-2022-news-218817\n\n\nhttps://www.exposedmagazine.co.uk/features/derila-pillow-reviews-uk-2022-does-memory-foam-work-or-scam/\n\n\nhttps://www.outlookindia.com/outlook-spotlight/derila-pillow-latest-updated-memory-foam-pillows-review-2022-news-219011\n\n\nhttps://form.jotform.com/williambanta/derila-pillow-usa-review\n\n\nhttps://form.jotform.com/williambanta/derila-pillow-canada-review\n\n\nhttps://form.jotform.com/williambanta/derila-pillow-australia-reviews\n\n\nhttps://form.jotform.com/222371469275057\n\n\nhttps://form.jotform.com/222373022447045\n\n\nhttps://form.jotform.com/222372939855064\n\n\nhttps://form.jotform.com/222372868620055\n\n\nhttps://form.jotform.com/222373073265049

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.367
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.003
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.018
GPT teacher head0.202
Teacher spread0.185 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it