EMR Sustainability Department Mission Statement
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
This department seeks papers that present technologies or innovation to improve environmental and social practices or performance while maintaining an adequate level of economic performance. Engineering and technological solutions pertaining to product eco-design, energy efficiency, waste reduction, or resource conservation are all relevant for the department. The contribution of engineering management to address social challenges around the world such as workers’ health and safety, water accessibility, or population well-being (e.g., security, and affordable housing) are also pertinent. Empirical-based methodology comprising both qualitative case studies, ethnography, and field studies, and quantitative research experiments, surveys, archival data, simulations are all welcome. Papers with mathematical modeling should be included described in a way that are aligned with the overall mission of the IEEE Engineering Management Review Journal. Practical and managerial insights as well as technological developments in sustainability are part of the mission of the journal and play an important role in papers on this topic.
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 | 0.000 |
| 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