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
Paul R. Ehrlich is an American entomologist and biologist who is widely known for his best-selling book, The Population Bomb, published in 1968 and with more than three million copies in print. In this book, Ehrlich issued dire warnings about human population growth and subsequent catastrophic effects upon the planet. During the last five decades, Ehrlich has been outspoken about environmental issues that confront humankind and the environment, and his perspectives continue to be both highly praised and harshly attacked, frequently from outside the scientific community. Ehrlich began his career as a research assistant studying the development of DDT resistance in Drosophila, and as a field officer surveying insects in the Canadian Arctic and along the Alaskan Bering Sea. He has earned degrees from the University of Pennsylvania (A.B., Zoology, 1953), the University of Kansas (M.A., 1955, and Ph.D., 1957, both in entomology), and seven honorary degrees, including...
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