Bibliographic record
Abstract
Recently, the idea of sustainable products has gained popularity all around the world. The market for environmental protection products is expanding as a result of the weakening of the economy, the worsening of global environmental issues, and the increase in public awareness of environmental protection. Environmental consciousness is growing in China, and the government has boosted the promotion of green products. The commodity markets in China are being impacted by green consumerism. This report, based on literature research, evaluates the influences of green consumerism on consumer behavior, the second-hand market, and individual firms in China. The findings indicate that China's commodity market has undergone a significant transformation as a result of eco-friendly consumerism. The second-hand market has grown a lot; the green management of companies has accelerated; social media and government policies have played a huge role in promoting the concept of environmentally friendly consumption among individuals and companies. However, the market for sustainable consumption in China is still in its infancy. There are still numerous issues that need to be resolved, such as green premiums and false environmental propaganda. In the future, as environmental consumerism intensifies, the commodity market in China will experience more significant adjustments.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".