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
Big Bang cosmology is problematic because of the hypothetical beginning that is not in accord with the conservation of energy. Furthermore, it is based on the interpretation of astronomical data that is questionable. Cosmic microwave background radiation (CMB) is not direct proof of the existence of the recombination period in some remote physical past. Cosmological redshift can be seen as the “tired light effect” proposed by Zwicky [Proc. Natl. Acad. Sci. U. S. A. 15 , 773 (1929)]. Based on direct reading of astronomical data, here we introduce a model of the universe, which predicts that in Active Galactic Nuclei (AGN) in the centers of galaxies, matter is transforming back into the elementary particles in the form of huge jets that are throwing elementary particles into the intergalactic space and so creating “fresh material” for new stars formation. This process occurring in AGNs, invoked by our model, has no beginning, and it is in permanent dynamic equilibrium, non-created, which means the universe is eternal. The entropy of the universe as a whole is constant.
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