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
While elevators are sources of noise and vibrations in high- and low-rise buildings, this problem is overlooked and not enforced by many jurisdictions, including in Canada. Although the STC rating requirements of the demising walls between the elevator shafts and dwelling units are mandatory in Building codes, the noise limit of the elevator machine room is not addressed. The noise levels from elevators are not high, however they can be bothersome, especially for the residences at higher levels. In this paper, a summary of a noise review from an elevator machine room due to the low-rise occupants’ complaints along with noise mitigation recommendations are reviewed. A sound control review requirement is mandated by most by-laws in Canada. However, it is at the architect's discretion to decide whether acoustical engineering services are required or not. Guidelines promoting occupant well-being and comfort should be included in the sound control requirements, and enforced in bylaws, and it is the duty of acoustic consultants to promote this.
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) | 0.000 | 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