THE ERGONOMIC RISK ANALYSIS WITH REBA METHOD IN PRODUCTION LINE
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
Ergonomics is a group of multidisciplinary studies that investigate and improve the compatibility of humans with the machine and the environment by examining the physical, environmental and psychological risk factors. The primary purpose of ergonomics is to ensure employee health and safety, and increase work efficiency (such as reduced idle capacity, increased production, increased product quality). Because employing workers in a healthy and safe condition enables an increase in work efficiency. In this study, ergonomic risk analysis was selected on the production line of an enterprise with the REBA method and suggestions for improvement were included. The working cluster consists of 30 unskilled workers on the production line. As a result of the analysis, 66.6% of the production process is at medium risk and 33.4% is at high risk. After the improvement works to be done, it is expected that ergonomic risks would reduce and an increase in production and efficiency.
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