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Record W4411656841 · doi:10.51847/ek6eidvbf4

10.51847/ek6EiDVBF4

2000· article· en· W4411656841 on OpenAlexvenueno aff

Bibliographic record

VenueTime to knit · 2000
Typearticle
Languageen
FieldEngineering
TopicConstruction Engineering and Safety
Canadian institutionsnot available
Fundersnot available
KeywordsCementBusinessGeographyArchaeology

Abstract

fetched live from OpenAlex

Follawing the alarm raised by a coalition of civil society groups and professional bodies in the construction industry on the manufacturing and importation of poor quality cement into the country, the Standards Organisation of Nigeria (SON) recently convened and mandated a Technical Committee to formulate new standards for cement in the country.Though belated, this response to the alarm should help ensure that henceforth, only high quality cement that can guarantee the strength and safety of buildings is either produced or imported into the country.For some time now, the quality of cement sold in the country has been compromised at will, leaving unpleasant consequences such as frequent collapse of buildings across the country, with attendant loss of lives and property.There have been worrisome reports of different grades of sub-standard cement in the market, with consumers largely unaware that certain grades of cement were not suitable for housing construction.The use of law-grade cement probably contributed to the problem of collapsing buildings in the country.The loss of lives in the collapsed buildings could clearly have been avoided if proper quality standards had been set and enforced, and the people educated on the grade of cement to use for block making and house plastering.Nevertheless, it is good that SON has now taken necessary steps to formulate cement standards for Nigeria.This will help users of the product to establish the relationship between the quality of the cement that they use and the strength and safety of their buildings.We commend SON under the leadership of Dr.Joseph Odumodu for responding quickly to the alert raised by stakeholders in the construction industry.This paper addresses the challenges raised above and suggests that poor building practices are key to the problem of building collapse and that efforts to curb this problem would be beyond the scope of the Technical Committee alone but to all stakeholders.From these reviews and current development in the Nigerian cement industry in the last four months the paper concludes that with the availability of 32.5, 42.5 and 52.5 grade of cement in the country, it is high time for massive education of bricklayers and masons all over the country for them to know the right kind of cement for a given project and thus ensure safety of buildings.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.028
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.9720.975

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 head0.003
GPT teacher head0.137
Teacher spread0.134 · 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

Classification

machine, unvalidated

Machine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2000
Admission routes1
Has abstractyes

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