Manufacturing and Testing of Light-Weight Foamed Concrete: Experimental Results
Bibliographic record
Abstract
With human existence, a tremendous number of materials and engineering materials were developed to match the continually changing human needs. Therefore, Lightweight foamed concrete (LFC) materials were fabricated and tested experimentally using locally available feedstock materials to accommodate these changes. This was done at the University of Jordan’s labs at the School of Engineering. The samples were made by varying the percentages of foam and accelerator. The foam used locally was the STAR foam while the calcium chloride. The samples were first machined into cylinders then tested in the School of Engineering Labs for strength, thermal conductivity and absorption. Later on, modeling and optimization of the experiment data was conducted. It was found that certain samples showed good machinability during forming. Some samples showed excellent behavior from stress point of view, others were good in thermal conductivity and some other samples were good in absorption behavior. Further, no single sample or mixture properties gave the best results.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".