GULLY FORMATION AND CLIMATE CHANGE IN THE CANADIAN ARCTIC: A POSSIBLE ANALOGUE OF NEAR-RIM, IMPACT-CRATER GULLIES IN UTOPIA AND WESTERN ELYSIUM PLANITIA, MARS. R.J. Soare
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
Introduction: The origin and development of Martian gullies remains a controversial topic within the planetary science community. Formation hypotheses are diverse. In earlier work [1], we hypothesised that the recent formation of some near-rim impactcrater gullies (Fig. 1) in Utopia and western Elysium Planitia was related to obliquity-driven rises in lateAmazonian mean temperatures and to the localised thawing of near-surface ice-rich regolith or permafrost (permafrost whose pore space is taken up if not exceeded by the presence of frozen water), perhaps even massive ice beds, that were emplaced during earlier obliquity cycles [2]. Possible geological markers of this ice-rich permafrost are lobate (alas-like) depressions [3-5], pingo-like mounds [6-8] and small-sized polygonal patterned-ground [3,9], all of which are ubiquitous in the region.
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 | 0.001 |
| 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