A Failing Grade for Our Efforts to Make Our Civilization More Environmentally Sustainable
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 the decades to come, the authors expect growing pressures to reform current production systems to make them more compatible with the biosphere. A proactive approach to this pressure involves consideration of an alternate value chain based on a comprehensive engineering and marketing approach to recover value from end-of-life products. To estimate the potential advantages of the new value chain, the authors calculate the minimum throughput advantages and environmental advantages that can be realized from a comprehensive strategy of recovering value from end-of-life products. The efforts of corporations and other organizations to make modern ways of life more environmentally sustainable are evaluated against this benchmark in terms of activities in the area of selling services, product take back, life cycle assessment, Responsible Care, voluntary emission reduction initiatives, and engineering and management education. It is concluded that in general, these efforts make only a minor contribution toward achieving.
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 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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