Field Testing Next-Generation Ground Data Systems for Future Missions
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
Our Exploration Ground Data System (xGDS) provides software for dealing with mission data for science operations, including tools for plan-ning, monitoring, visualization, documentation, analy-sis, and search. During 2010, xGDS was used to support submarine flights at the Pavilion Lake Research Project (PLRP) (British Columbia, Canada), K10 robot traverses at Haughton Crater (Nunavut, Canada), and pressurized crew rover traverses at Desert RATS (Arizona, USA). Our tests showed improvements in science opera-tions on each field test we supported, and resulted in many operational lessons that we will apply to the next generation of our tools. Our tests showed improved planning efficiency, crew and operator situational awareness, and ease of data browsing and search. We believe our software architecture, commitment to software reuse, and adopting open standards can greatly improve the utility and reduce the development and operational cost of ground data systems.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 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