Caribbean Satellite Disaster Pilot: A CEOS activity for GEO in support of GEOSS
Bibliographic record
Abstract
The Caribbean Satellite Disaster Pilot (CSDP) was established in 2009 under the Group on Earth Observations (GEO) 2009-2011 work plan. It was implemented through the Committee on Earth Observation Satellites (CEOS) 2009-2011 Action Plan under USA National Aeronautics and Space Administration (NASA) leadership with strong support from the Caribbean Disaster and Emergency Management Agency (CDEMA), the Canadian Space Agency (CSA), the Caribbean Institute for Meteorology and Hydrology (CIMH) the Water Center for the Humid Tropics of Central America and the Caribbean (CATHALAC), and the University of West Indies (UWI). It aims to demonstrate the effectiveness of satellite data for full cycle disaster management by identifying and implementing specific applications and products and addressing endemic training and capacity building issues in the region. The project is entering the final year of its demonstration phase before beginning operational implementation of its key services in 2013.
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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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".