EVALUATION OF THE FINANCIAL MECHANISM
Bibliographic record
Abstract
Item 8 of the provisional agenda* Evaluation of the financial mechanism of the Montreal Protocol (decision XXII/2) Evaluation of the financial mechanism of the Montreal Protocol Note by the Secretariat By its decision XXII/2, the Twenty-Second Meeting of the Parties to the Montreal Protocol on Substances that Deplete the Ozone Layer approved the terms of reference and funding for an evaluation of the financial mechanism of the Montreal Protocol. Consistent with those terms of reference, a steering panel convened and selected an independent evaluator to carry out the evaluation. The evaluation is now complete, and the full report of the evaluator is set out in the annex to the present note. It is reproduced as received, without formal editing. The executive summary of the evaluation report, in the six official languages of the United Nations, is set out in the annex to document UNEP/OzL.Pro.WG.1/32/4, which is available from the Secretariat’s conference portal (conf.montreal-protocol.org).
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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 | 0.178 | 0.311 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.008 | 0.006 |
| Scholarly communication | 0.031 | 0.012 |
| Open science | 0.010 | 0.010 |
| Research integrity | 0.020 | 0.014 |
| Insufficient payload (model declined to judge) | 0.068 | 0.022 |
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".