Lava Tube Analog Mission for Lunar Science and Human Performance Studies
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
Samuel W. Ximenes and A. A. Mardon, G. Baiden, G. R. Osinski, N. Ghafoor, O. Gurtuna, A. Prevot, M. G. Daly. Exploration Architecture Corporation (XArc), 303 W. Sunset Rd. Ste. 108, San Antonio, TX 78209, USA, sximenes@explorationarchitecture.com, Antarctic Institute of Canada, Post Office Box 1223, Station Main, Edmonton, Alberta, Canada T5B 2W4, aamardon@yahoo.ca, Penguin Automated Systems, Inc., Naughton, Ontario, Canada, gbaiden@penguinasi.com, University of Western Ortario, Center for Planetary Science and Exploration, 1151 Richmond Street, London, Ontario, Canada N6A 5B7, gosinski@uwo.ca, MDA, 9445 Airport Rd., Bampton, Ontario, Canada L6S 4J3, nadeem.ghafoor@mdacorporation.comTurquoise Technology Solutions, Inc., 4999 St. Catherine West, Suite 540 Westmount, Canada, QC H3Z 1T3, gurtuna@turquoisetech.com, arthur.prevot@turquoisetech.com, York University, Department of Earth and Space Science & Engineering , Toronto, Ontario, Canada, M3J 1P3, dalym@yorku.ca.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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