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
Cystic hygroma is a rare congenital malformation of the lymphatic system. In most centers, surgical excision is considered to be the optimal mode of treatment. Spontaneous resolution of cystic hygroma was briefly described in the literature with unsatisfactory results. Between 1970 and 2003, 14 patients were diagnosed to have cystic hygroma (13 cervical and 1 axillary). A retrospective review was performed. All patients were treated successfully with aspiration alone with a mean follow-up time of 5.75 years. Three patients needed multiple aspirations (average 1.66) with complete resolution. Complications were limited to one case of infection treated with antibiotics with no residual problems. Conservative management of cystic hygroma is a reliable mode of treatment with a low complication rate. Intralesional sclerosant injection and surgery should be reserved for other forms of lymphatic malformations.
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) | 0.000 | 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