The turnover of 14C carbon in forest of the Chernobyl exclusion zone. The Ecological Effects of the Chernobyl Disaster. 8 August 2005. Montreal.
Bibliographic record
Abstract
Radioactive isotope 14C is widely used as indicator in the study of carbon turnover. In this presentation we show part of the results which were received while working on the <strong>CRDF</strong> project - “Distribution of Carbon Isotopes in Forest Ecosystems within the Chernobyl Exclusion Zone”. The base regional scale of radiocarbon content in tree rings of 1981-2004 years was created for “clean” pine forest zone. For 50- years old pins from “Clean” Zone and from Chernobyl Exclusion Zone were determined the radiocarbon content in tree rings (1981-2004), in pines, and in roots. 14C content in carbon of various elements of the subsystem: atmosphere-grass-liter –soil, determined for both research sites on the base vacuum thermo-destruction technology has shown noticeable presents of the graphite component of the accidental release.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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; 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".