Development of Indoor Air Quality (IAQ) Standard for Extended Work Shifts in the Royal Malaysian Navy (RMN) Ships
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 RMN IAQ standard for naval ships is proposed. Occupational Safety and Health (Use and Standard of Exposure Chemicals Hazardous to Health Regulations 2000 (USECHH 2000) and Malaysian Industry Code of Practice on Indoor Air Quality 2010 (ICOP IAQ 2010) were selected as the reference standards to adjust the acceptable limits. The extended work shifts adjustment for 12-hour working duration were achieved using Brief and Scala model and Quebec model. The development of the adjusted IAQ standard was supported by in-depth interviews with four experts. Next, compliance analysis of IAQ parameters was performed to evaluate the suitability of the RMN IAQ standard. The compliance analysis on “Ship Alpha” found that RH, CHOH, CO, CO2, NO2, PM2.5, and PM10 complied with the RMN IAQ standard, excluding temperature (electrical room and wardroom) and TVOC (bridge, wardroom and cabin).
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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 | 0.002 | 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) | 0.005 | 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