Eruptive Keratoacanthoma-Type Squamous Cell Carcinomas in Patients Taking Sorafenib for the Treatment of Solid Tumors
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: Protein kinases (PKs) are indispensable for most cellular processes, and deregulation of PKs can lead to activation of oncogenic and anti-apoptotic pathways and immune dysregulation. OBJECTIVE: To report the development of keratoacanthoma (KA)-type squamous cell carcinomas (SCCs) in patients treated with the multikinase inhibitor sorafenib for the treatment of solid tumors, to present the possible mechanisms for induction of these SCCs, and to discuss the implications for discontinuation of therapy and possible cotherapies to decrease this side effect. PARTICIPANTS: Fifteen patients taking the multikinase inhibitor sorafenib for the treatment of solid tumors who developed multiple KA-type SCCs, which continued to develop while the patients were undergoing therapy but stopped with discontinuation of sorafenib. LIMITATIONS: This report is limited because it is a retrospective study that included only patients who developed multiple KA-type SCCs. CONCLUSIONS: Development of cutaneous SCCs appears to be a side effect limited to sorafenib, a multikinase inhibitor that inhibits not only multiple tyrosine kinases (TKs), but also the serine-threonine kinase Raf. The incidence of cutaneous SCCs does not appear greater with multikinase inhibitors that inhibit only TKs.
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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 | 0.000 | 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