Construction of RC staircase for fire exit route at Petronas Research Sdn Bhd, Bangi / Muhammad Badri Maarof
Bibliographic record
Abstract
Staircase have been created to ease on access from one to one point in different height. The role of the staircase is on connecting different levels in the shortest and yet convenient way possible.The materials used are depends on client’s request. Most commonly used are wooden and RC staircase. Types of staircase are also differ such as Straight, Spiral, Winder, 2 Quarter Winder, 2 Quarter Landing, Curved, Half Landing and Double Winder. This report is a study on constructing a Straight type RC Staircase for fire escape purpose at Petronas Resarch Sdn. Bhd. (PRSB), Bangi. Some aspect needs to be considered are Personal Protective Equipment of the workers. There are several requirements or laws that need to be followed according to Universal Building By-Law (UBBL). The objective of the study is to obtain the process and step-by-step of constructing a staircase with according to client’s need. Also, not ignoring the safety of the workers, standards and laws related to the construction of staircase. This study will also explain on the elements of the staircase.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.062 | 0.025 |
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 source (direct Gemma or distilled Codex), 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".