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
Frederick Sanger—always known as Fred—was one of the most influential scientists of the twentieth century. A committed molecular biologist, he spent all his academic life in Cambridge devising methods for sequencing proteins and nucleic acids. He twice won the Nobel Prize in Chemistry—once in 1958 for protein sequencing and then again in 1980 for sequencing nucleic acids. He is the only scientist to have achieved this distinction. The impact of his work was enormous. He opened up the field of protein chemistry in the 1950s, stimulating studies of the sequence, structure and function of many proteins and enzymes. In 1977 he devised an ingenious DNA sequencing method that has revolutionized molecular biology and made it possible to completely sequence the 3 × 10 9 nucleotides of the human genome. Moreover, he confirmed the genetic code, showed that the genetic code differed in mitochondria, and discovered overlapping genes. Fred Sanger was a modest, reserved man but to his colleagues and friends he always had vision. He was a pioneer and a leader.
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 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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