Five Year National Strategic Mine Action Plan for Yemen, 2004 – 2009 Revised and Extended June 2004
Bibliographic record
Abstract
During this revised five-year period Strategic Plan the Yemen Mine Action Programme will meet the objective of the Ottawa Treaty and thus become one of the first mine affected countries in the world to make it happen. From April 1 2009 the Government of Yemen commits itself to use its national human and financial resources in its effort to eradicate and negate the remaining mines and UXOs from the soil of Yemen. This document addresses the Strategy for Mine Action in Yemen from mid 2004 to mid 2009. In line with this strategic plan a reviewed Project Document for Phase II of the UNDP support to the National Mine Action Programme (NMAP) in Yemen was signed in May 2004. A reviewed Cost- sharing Agreement between the Government of Yemen and UNDP was signed at the same time reflecting the mechanism of the Pro Doc. Follow-on revisions of this strategy will be done by the end of 2005 beginning of 2006 and will continue until the Vision (stated below) becomes reality.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.023 | 0.010 |
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".