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Record W4411656644 · doi:10.51847/tyolebtsqu

10.51847/tYoleBtSqu

2000· article· en· W4411656644 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.

venuePublished in a venue whose home country is Canada.
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

VenueTime to knit · 2000
Typearticle
Languageen
FieldMedicine
TopicOphthalmology and Visual Health Research
Canadian institutionsnot available
Fundersnot available
KeywordsOverweightObesityEnvironmental healthGeographyMedicineInternal medicine

Abstract

fetched live from OpenAlex

Objectives: To study the prevalence of overweight and obesity among adults in Enugu metropolis, Nigeria.Methods: A cross-sectional study involving randomly selected 716 adults was conducted.Standard anthropometric measurements were taken, and fasting glucose concentration was determined.Results: The prevalence of overweight and obesity was 29.9% and 13.1%, respectively.Overweight and obesity affected females more than males.Overweight was 36.7% in females, and 25.0% in males, while female obesity was 16.0% and 11.0% in males (P<0.05).Overweight and obesity were the highest among the age group of 40-49.A greater proportion of married participants were overweight (56.3%) and obese (36.1%) compared to their single counterparts (23.2%) and (14.6%); respectively (P<0.05).Traders (56.2%) and civil servants (50.2%) had a higher prevalence of overweight, but obesity was seen mostly in civil servants (30.2%).Overweight males were more diabetic (20.2%), while obese females were more frequently diabetic (18.8%).Conclusion: Overweight and obesity have been found to be common in Enugu metropolis.Increased physical activities at home and in work places in addition to the nutritional education would reduce this burden.

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 categoriesInsufficient 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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.964
Threshold uncertainty score0.285

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.9970.993

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 head0.059
GPT teacher head0.397
Teacher spread0.338 · 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