Grid-Enabling the Global Geodynamics Project: The Introduction of an XML-Based Data Model
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 Global Geodynamics Project (GGP) provides a reasonable representation of the scientific collaboration evident in small-to-medium-scale initiatives. GGP also provides data management challenges that are different from those typically expressed by other areas of the physical sciences - e.g., high energy physics. These distinctions make GGP an interesting candidate for assessing the challenges and opportunities associated with technically enabling collaborative science via grid computing. Emphasis is placed here on the introduction of an XML-based data model into the GGP. Although it is concluded that Earth Sciences Markup Language (ESML) is highly effective and efficient in introducing a new data model, and paves the way for structural transformations on data, challenges and opportunities are also identified. Metadata (data about data) provides the gravest concern and therefore the most-important focus for further research.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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