Design Characteristics that Achieve the Factor of Safety and Security from Fire Accidents for Users of Administrative Buildings
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
The need for safety and security is one of the important human needs, as it comes in second place after the basic human needs according to Mauslow's hierarchy of human needs.Therefore, achieving the safety and security factor in the design of buildings is considered one of the important design factors, which must occupy an important space in the architectural designer's thought from the early stages of design until the completion of the design in all its details, because the issue is related to the safety of lives and property.The research adopted the theoretical analytical approach by reviewing the studies and literature that dealt with the topic of research then analyzing them to achieve the objective of the research in reaching a clear and comprehensive classification of design characteristics (architectural and non-architectural) that achieve the factor of safety and security from fire accidents for users of administrative buildings, in addition to classifying these characteristics based on their relationship to the stages of the design process.The results of the research were in the form of a clear and comprehensive table of the above design characteristics, which are design characteristics that contribute to preventing the occurrence of fire, and characteristics that reduce fire damage when it occurs (characteristics that help contain fire and characteristics that facilitate the arrival of firefighters to fight the fire and characteristics that help in the speedy evacuation of building users).The research also reached a set of conclusions, and the results, conclusions reached by the research can be used as a guide for architectural designers and specialists in the field of safety to design administrative buildings that achieve safety and security from fire accidents for their users.
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 | 0.001 | 0.001 |
| 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 it