Post‐thrombotic syndrome: prevalence, prognostication and need for progress
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
Despite considerable progress in the diagnosis and treatment of deep-vein thrombosis (DVT) of the lower extremities, one of every 2-3 patients will develop within 2 years post-thrombotic sequelae, which are severe in approximately 10% of cases and produce considerable socio-economic consequences. Among factors potentially related to the development of the post-thrombotic syndrome (PTS) are older age, obesity, a history of previous ipsilateral DVT, iliac-femoral location of the current thrombosis, failure to promptly recover from the acute symptoms and insufficient quality of oral anticoagulant therapy. Based on recent findings, the lack of vein recanalization within the first 6 months after DVT appears to be an important predictor of PTS, while the role of venous reflux is controversial. According to the results of recent clinical studies, the prompt administration of adequate compression elastic stockings in patients with symptomatic DVT has the potential to halve the frequency of PTS, and when carefully supervised and instructed to wear proper elastic stockings, more than 50% of patients have the potential to either remain stable or improve during long-term follow-up. Nevertheless, due to limitations in current therapies, the management of PTS is demanding and often frustrating. Further research is required to optimize the prevention and management of this common and burdensome complication of DVT.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 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