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
PURPOSE OF REVIEW: The human papillomavirus is a ubiquitous 55-nm DNA virus that causes a variety of clinical disease states in children, commonly referred to as warts. The natural history of warts is spontaneous regression through the development of a complex blend of cell-mediated and humoral immunity. Although spontaneous immunity can develop, as many as one third of children will have persistent human papillomavirus infection beyond 2 years. Therapeutic modalities are manifold, primarily because no therapy is universally effective. The purpose of this review is to update the reader with the latest information on the human papillomavirus and its therapeutics in children. RECENT FINDINGS: Recently, encouraging research has been conducted in human papillomavirus, including destructive and immunologic therapies. Vaccines tailored to genital human papillomavirus strains are just coming into clinical use. SUMMARY: Manipulation of the immune system through medications or vaccination will likely help contain human papillomavirus in the future and prevent secondary human papillomavirus oncogenesis of the skin and cervix.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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