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
Popularization of science typically follows the lead of scientific research, conveying to lay audiences ideas and discoveries initially published in professional scientific literature and vetted by the expert community. The physicist George Gamow (1904–1968) did not respect this tradition, but promoted some of his most unorthodox scientific hypotheses as funny stories in his popular writings for non-specialists and teenagers, sometimes years before he dared to present them to the purview of academic peers in papers submitted to specialized research journals. Gamow’s proposal of the Big Bang cosmology—the theory that our universe started out in an explosive manner from a superhot and superdense state with thermonuclear reactions forming matter—was discussed by him initially in a series of non-serious articles and books, starting in 1938. Historians of cosmology recognize Gamow’s crucial contribution to the development of the Big Bang theory on the grounds of his subsequent professional publications but have not paid sufficient attention to his popular science writings and their role in changing our conception of the universe.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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