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
This is a sonnet modeled after the persona poems composed by Lee-Hamilton, written from the point of view of historical characters. The subject is nineteenth-century Hungarian obstetrician Ignaz Semmelweis, and he addresses “Szent Rokus,” the name of both the small hospital he was exiled to in Budapest following his expulsion from Vienna as well as the Hungarian name of Saint Roch, patron of surgeons, gravediggers, and the falsely accused. Semmelweis himself might well be described as falsely accused, as it was the dismissal of his warnings of “cadaverous particles” (admittedly with no real evidence or proposed mechanism) that led to Semmelweis's fall from grace and ultimate involuntary commitment and death. Despite all, he remains one of the earliest proponents of what would eventually become germ theory and the hygiene reforms he instituted in the Vienna General Hospital resulted in a 90% reduction in mortality rate from puerperal fever (postpartum infections).
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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 0.028 |
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