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.
Bibliographic record
Abstract
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.979 | 0.943 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it