The Infrastructure of an Ecological Civilization Cultivates Stewardship and Safety
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
Sancang Publishing House is mainly engaged in the publication and distribution of Chinese international open source journals. The journals cover engineering technology, mathematics and physics, humanities and society, information science, economics and management, medicine and health, agriculture, global environment and other disciplines, with the help of Internet thinking and modern Information technology, based on the scientific research needs of domestic universities and research institutions, strives to promote the exchange and dissemination of knowledge in the Chinese academic community. It can be published in journals, published papers, and published quickly. Sancang Publishing welcomes scientific research scholars to join us, participate in manuscript review, co-run journals, submit manuscripts, and grow and grow together with Chinese journals. If you have any comments or suggestions on the journal, please contact service@sciepublish.com.
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 | 0.000 | 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