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
Sclerotherapy is the therapeutic use of sclerosants in the controlled destruction of undesired target tissues. Sclerosants have been used in vascular and nonvascular settings, both as primary and adjunctive therapy. Effective sclerotherapy requires a conceptual understanding of key questions about the process being treated, including the method of delivery, the presence of flow, and the required contact time to initiate sclerosis. However, beyond technique and delivery, practical and safe application of sclerotherapy requires an understanding of the uses, limitations, dosing, and side effects of sclerosants used during interventional radiology procedures. Agents discussed here include detergents and surfactants [ethanol, Sotradecol(®) (Bioniche Pharma, Pointe Claire, Quebec and Angiodynamics, Latham, NY), ethanolamine oleate], hypertonics (saline, glucose), and a review of several other types that are used less frequently.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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