Thrombosis in children with malignancy
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: The association between thrombosis and malignancy in adults is well known. Children are now surviving malignancies that previously resulted in mortality. Complications, however, occur including thrombosis that result in mortality and morbidity. This review will explore the association in children and discuss the epidemiology and evidence-based diagnosis and treatment of thrombosis in this cohort. RECENT FINDINGS: Thrombin is an important link between malignancy, metastases, and inflammation. The accurate diagnosis of thrombosis in the upper venous system is directly related to the diagnostic technique used. Antithrombotic treatment is challenging owing to higher risks of bleeding, for example, decreased platelet counts, tiffelitis, large vascular tumor, etc. SUMMARY: Thrombosis and malignancy are associated in children. Properly designed studies are urgently required to further define the epidemiology of thrombosis in different malignancies and to find the best way to diagnose and treat thrombosis in children.
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) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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