Sedimentology, paleontology and age of the Ayacara and Lago Ranco formations (south-central Chile, 40°- 42°S). Tectonic implications.
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
(1) Departamento de Ciencias de la Tierra, Universidad de Concepcion, Casilla 160-C, Concepcion, Chile., (2) University of California Museum of Paleontology, 1101 Valley Life Sciences Building, Berkeley, CA 94720-4780, United States. , (3) Department of Geological Sciences, University of Saskatchewan, 114 Science Place, Sask., Canada SK S7N 5E2., (4) Servicio Nacional de Geologia y Mineria, La Paz 406, Puerto Varas, Chile, (5) Research School of Earth Sciences, Australian National University, Canberra, Australia., (6) Department of Geosciences, University of Arizona, 1040 E. 4th Street, Bldg. #77, Tucson, AZ 85721, USA., (7) Departamento de Geologia, Universidad de Chile, Casilla 13518, Correo 21, Santiago, Chile.
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 | 0.001 |
| 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