The Challenges of Sustainable Development
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
Sustainable development is nothing new. Biological and historical evidence indicate that sustainability is built into the functioning of natural and man-made systems. Indeed, animals, plants, and humans have continually submitted to these rules by design, force, or by choice. Tribal communities still exhibit sustainability as a core principle in their daily lifestyles. What is new about the idea of sustainable development is its emergence as an explicit paradigm rather than a default system of adaptation or a last resort. The need for an explicit paradigm emerged from the loss of traditional livelihoods, once humans began to exercise their know-how to alter or control nature. As a consumption-intensive lifestyle began to overshadow the practice of sustainability, the need to find a paradigm that could reverse the course of events became necessary. In this chapter, we discuss the evolution of sustainable development as a paradigm, followed by a brief discussion of its various characteristics. We conclude by identifying the challenges we face in making sustainability a “way of life.”
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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