Bibliographic record
Abstract
The development objective of the Ozone Depleting Substances Hydrochlorofluorocarbon (HCFC) Phase-Out Project for Jordan is to support Jordan in its overall efforts to meet its Montreal protocol HCFC phase-out obligations, and to strengthen the capacity of the responsible government entities to continue to effectively implement the Montreal protocol. Some of the negative impacts and mitigation measures include: (1) enterprises’ managers and operational staff will be trained annually on environment and health and safety requirements during the foam conversion under the project; (2) safety audits before the start-up of normal foam production using hydrocarbons will be carried out by technical consultants hired by the National Ozone Unit (NOU); and (3) one of the staff in the project management unit (PMU) in the NOU will be dedicated to supporting conversions in the facilities, including environmental safety concerns and training associated with technology changes.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.016 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.015 | 0.005 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.008 | 0.005 |
| Insufficient payload (model declined to judge) | 0.092 | 0.052 |
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 source (direct Gemma or distilled Codex), 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".