RECENT, LATE AMAZONIAN PINGOS, ICE-RICH LANDSCAPES AND PERIGLACIAL PONDING 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
UTOPIA AND WESTERN ELYSIUM PLANITIA, MARS. R.J. Soare, G.R. Osinski and F.M. Costard. Dept. of Geography, Planning & Environment, Concordia University, 1455 De Maisonneuve W., Montreal, Qc., Canada H3G 1M8; Dept. of Geography, Dawson College, 3040 Sherbrooke St. W, Montreal, Qc, Canada H3Z 1A4 (rsoare@colba.net); Dept. of Earth Sciences, University of Western Ontario, London, Ont., Canada N6A 5B7; CNRS/UPS UMR 8148 IDES, Interactions et Dynamique des Environnements de Surface, Universite Paris-Sud, Bât 509, 91405 Orsay Cedex, France. .
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) | 0.001 | 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