Productivity from the Viewpoint of Lighting Companies in Valencia
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
In recent years, the lighting industry has abandoned the use of work measurement and standards time tools and everything the use of such tools implies. Seemingly, their use was considered politically incorrect, perhaps because of the way companies approached these tools in the past. Nevertheless, these tools are still useful for planning and managing productivity and are becoming increasingly necessary. By investigating lighting companies in the region of Valencia (Spain-Europe), this study analyses perceptions about productivity, work measurement and standards time and to explores how companies use these tools. A survey gathering responses from interviews with 42 lighting companies (of the 230 entrerprises) was used to collect data on these companies’ perceptions. This is considered a representative sample, been the error margin of 14% whith a confidence level of 95%. Data from these interviews were then analysed. This article presents results of this analysis.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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