Bibliographic record
Abstract
Abstract 5th International Conference on Environmental Engineering and Sustainable Development (CEESD 2020) in conjunction with International Conference on Water Security and Management (WSM 2020) were successfully held as an on-line conference on Dec.04, 2020 due to the COVID-19 pandemic. The conference was originally planned to be held in Xishuangbanna, China from Dec. 3 to 6, 2020. CEESD 2020 and WSM 2020 provided a useful platform for researchers to share their latest results and exchange of ideas on topics related to Environmental Engineering, Sustainable Development, Water Security and Management. The conferences attracted 38 participants from the USA, UK, Germany, The Czech Republic, Indonesia, Republic of Korea, Thailand, Canada, Australia, Japan, Nigeria, China, etc. The success of the conference is reflected by the high quality of the papers presented. The conference proceedings consist of 22 accepted papers in the areas of Environmental Science and Technology, Modeling of Environmental Systems and Sustainable resources and natural resources management. List of Conference Co-Chair and International Program Committee are available in this pdf.
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 | 0.000 | 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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".