Review: elastic compression stockings prevent post-thrombotic syndrome in patients with deep venous thrombosis
Bibliographic record
Abstract
Kolbach DN, Sandbrink MW, Hamulyak K, et al . Non-pharmaceutical measures for prevention of post-thrombotic syndrome. Cochrane Database Syst Rev 2004;(1):CD004174 (latest version 21 Aug 2003). Q Are non-pharmaceutical interventions effective and safe for preventing post-thrombotic syndrome (PTS) in patients with deep venous thrombosis (DVT)? ### ![Graphic][1]</img>Data sources: Cochrane Peripheral Vascular Diseases Specialised Trials Register (January 2003), which is based on searches of Medline and EMBASE/Excerpta Medica; Cochrane Central Register of Controlled Trials (2002); hand searches of Scripta Phlebologica (1993–2000), J Thromb Haemost (2003), conference proceedings, and citations of identified studies; and experts in the field. ### ![Graphic][2]</img>Study selection and assessment: randomised controlled trials (RCTs) or clinical controlled trials that compared medical elastic stockings (pressure 20–30 mm Hg or 30–40 mm Hg … [1]: /embed/inline-graphic-1.gif [2]: /embed/inline-graphic-2.gif
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.
How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".