Environmental Chemistry and Sustainability
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
The 48th IUPAC World Chemistry Congress and the Canadian Chemistry Conference took place virtually on 15-20 August 2021. Oral presentations were uploaded in advance to be viewed on-demand; they were complemented by live discussion sessions with the speakers during the conference. The IUPAC Chemistry and the Environment Division (Division VI), also supported by the Polymer Division (Division IV), organized four symposia on Environmental Chemistry and Sustainability in the ‘Chemistry and Sustainability’ thematic programme. The symposia provided forums to share advanced knowledge on environmental chemistry, the connectivity between environmental chemistry and the UN Sustainable Development Goals, and improved technologies for safeguarding different environmental compartments and human health. For example, the next generations of sustainable polymers, the identification and impact of pollutants in the atmospheric, aquatic and terrestrial ecosystems caused by fires, and the innovation of sustainable applications in crop and livestock agricultural production
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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.050 | 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