Bibliographic record
Abstract
2nd International Seminar on Natural Resources and Environmental Management (ISeNREM 2021) Bogor, Indonesia. 4 th -5 th August 2021 Towards a New Era of Natural Resources and Environmental Management Widiatmaka Widiatmaka Indonesia is ranked the fourth most populated country globally after China, India, and the United States, with an estimated population of 270.2 million [1]. It covers an area of 5,193,250 km 2 [2], consisting of 1,919,440 km 2 dry land, while 3,273,810 km 2 of waters with a total of 16,056 islands [2] [3]. The presence of many islands covering a larger area has enabled the country to be ranked the sixth in the world with mega-biodiversity after Sweden, Norway, Finland, Canada, and the United States [4]. List of 2nd International Seminar on Natural Resources and Environmental Management (ISeNREM 2021) Bogor, Indonesia. 4 th -5 th August 2021, Committee, Steering Committee, Scientific Committee, Organizing Committee, Documentation of ISeNREM 2021 and this titles are available in this pdf.
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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 | 0.005 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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; both teacher heads agree on what is shown here.
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".