Terrestrial Microorganism and Biomarker Survival as a Function of Depth in a Mars Analog Regolith After Exposure to Mars Surface Conditions
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
Exposure to Mars Surface Conditions. A. P. Johnson, T. C. Onstott, L.M. Pratt S.Pfiffner, T.A. Vishnivetskaya, R.A.Bryan, L.White, K.Radtke, E.Chan, S.Tronnick, G.Borgonie, R. Mancinelli, L. Rothschild, D. Rogoff, Department of Molecular and Cellular Biochemistry, Indiana University, 1001 E. 10 St., Bloomington IN 47405 adpjohns@indiana.edu Department of Geosciences, Princeton, NJ 08544 tullis@princeton.edu Department of Geological Sciences, Indiana University, Bloomington 47405 Department of Microbiology, University of Tennessee, Knoxville, TN 37932 Oak Ridge National Laboratory, Oak Ridge, TN 37831 Albert Einstein College of Medicine, Bronx, NY 10461 McGill University, St. Anne de Belleview, Quebec, Canada H9X3V9 University of Ghent, Belgium SETI Institute, Mountain View CA 94043 NASA AMES Research Center, Moffat Field, CA 94043
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