Merkel cell cancer: update on biology and treatment
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: This review highlights the most important developments in the biology and treatment of Merkel cell carcinoma published in the medical literature over the past year. RECENT FINDINGS: Adjuvant radiotherapy to the primary site with or without coverage of the nodal region is recommended in most older series, although a risk-adapted approach is more reasonable. Sentinel lymph node biopsy should be considered in all cases irrespective of primary size. If not feasible, prophylactic regional radiotherapy is recommended as the risk of regional relapse without nodal staging is about 45%. Adjuvant radiotherapy to nodal regions after lymphadenectomy is not studied in detail, but there is a suggestion from many series that the recurrence rate is high enough to justify its use. Recent research has revealed that adjuvant chemotherapy currently has no established role in the treatment of localized node-negative Merkel cell carcinoma. Its use in pathologically node-positive or recurrent cases requires further study. SUMMARY: Given the lack of randomized evidence and heterogeneity in published retrospective series, clinical judgment is required to assess risk factors of an individual patient to make treatment decisions.
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) | 0.002 | 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 | 0.001 | 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