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
Agents and illnesses specific to Northern America (or less commonly recognized in other world regions) include Babesia, Ehrlichia, Anaplasma, Lyme, Rocky Mountain spotted fever, and Coccidioides. Infectious agents in Northern America are typical of those identified in most developed countries, but some pathogens exist that are less commonly recognized in other world regions, including Babesia, Ehrlichia, Anaplasma, Lyme, Rocky Mountain spotted fever, Coccidioides, St.Louis encephalitis, eastern equine encephalitis, and western equine encephalitis. Additionally, several bacterial infections have increased prevalence in the community setting within North America and should be considered in patients presenting from this region with compatible clinical complaints. The incidence of Clostridium difficile infections is rising both in hospitalized patients and in the community, and must be considered in the differential diagnosis of diarrhea in Northern America. Dengue virus has typically been an imported disease in Northern America, acquired when travelers to warmer regions are bitten by the Aedes mosquito.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.017 | 0.017 |
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