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
Encephalitis lethargica, also known as epidemic encephalitis, emerged as a new infectious disease near the end of the First World War. Bacteriologic, epidemiologic, and clinical investigation produced no clear consensus regarding the nature of the disease, even as several other experimentally demonstrable "encephalitides" appeared on the scene. By 1940, new encephalitis lethargica cases had almost entirely disappeared, and neurologists renamed this once-novel infection as an amorphous syndrome of marginal interest. A variety of forces influencing the fate of encephalitis lethargica's epidemic status can be seen at work in the Matheson Commission, whose members hoped to use encephalitis as a model disease that might supplant their reliance on clinical phenomenology with a causal analysis of nervous disease grounded in the laboratory. When it failed to live up to these expectations, the model was abandoned. Epidemic encephalitis was soon forgotten.
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 | 0.001 |
| 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 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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