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
BACKGROUND: HIV-infected individuals are living long, healthy lives. They are now concerned with less life-threatening problems, especially lipodystrophy. OBJECTIVE: To review the current state of our knowledge about lipodystrophy in HIV-infected individuals. METHODS: The literature was reviewed and analyzed for relevant information. In addition, our clinical experience of managing such individuals was utilized. RESULTS: Lipodystrophy and facial lipoatrophy and their relationship to HIV-infection are discussed. Their differences are noted. The spectrum of appearance in individuals with facial lipoatrophy is described and a severity scale suggested which should be of value in assessing the results of treatment. CONCLUSION: Lipodystrophy and lipoatrophy are intimately related to infection with HIV. In consequence, facial lipoatrophy is a major stigma for HIV-infected individuals and can have dramatic effects on their self-esteem and socialization. Effective treatment is essential.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.006 |
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