A COMPREHENSIVE REVIEW OF REDEFINING AGRICULTURAL ECONOMICS FOR SUSTAINABLE DEVELOPMENT: OVERCOMING CHALLENGES AND SEIZING OPPORTUNITIES IN A CHANGING WORLD
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 paper critically examines the evolving field of agricultural economics and its imperative to transition towards sustainable development. Traditional agricultural practices have often been associated with environmental degradation, resource depletion, and social inequities. This paper reviews the current state of agricultural economics, identifies key challenges, and proposes a framework for redefining the discipline to align with the principles of sustainable development. It provides a comprehensive overview of the topic, demonstrating a clear understanding of the issues and challenges in agricultural economics. It offers valuable insights into the role of agricultural economics in promoting sustainable development and provides a well-structured framework for redefining the discipline to meet the needs of the future. The study highlights the evolving role of agricultural economics in achieving sustainable development, with a focus on both challenges and opportunities. The methods involve a thorough literature review, analyzing principles of sustainable agriculture, economic instruments, technological innovations, and social dimensions. Case studies from diverse regions illustrate successful implementations of sustainable practices. The findings underscore the significance of agroecology, economic incentives, and market mechanisms in promoting sustainable agriculture. Precision agriculture and biotechnology emerge as pivotal technologies, but ethical considerations are paramount. Social dimensions, including rural development and gender equity, play crucial roles in achieving sustainability. The review identifies barriers to adoption and proposes future research directions to advance the field. Overall, the review advocates for a paradigm shift in agricultural economics, emphasizing the need for a comprehensive, interdisciplinary, and sustainable approach to address global challenges and contribute to a more sustainable future.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| 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