The International Medical Prevention Registry on Venous Thromboembolism (IMPROVE): Venous Thromboembolism Prophylaxis Practices in Acutely Ill Medical Patients.
Bibliographic record
Abstract
Abstract Background Despite consensus group recommendations indicating that medical patients should receive appropriate venous thromboembolism (VTE) prophylaxis, prophylaxis practices remain poorly characterized. This analysis of IMPROVE, a prospective study of acutely ill medical patients, describes in-hospital prophylaxis practices prior to the publication of updated VTE prevention guidelines by the American College of Chest Physicians. Methods Patient recruitment began in July 2002. Patients ≥18 years old, and hospitalized for ≥3 days with an acute medical illness are enrolled consecutively. Exclusion criteria are: therapeutic antithrombotics/thrombolytics at admission; major surgery or trauma during 3 months prior to admission; and VTE treatment begun within 24 hours of admission. Results Data were from 4315 patients (32% from USA) enrolled up to 30 June 2004 in 37 hospitals in 11 countries (76% with 3-month follow-up data). Patients are 50% female, median (IQR) age 69 (50–80) years, median length of hospital stay 8 (5–14) days, median weight 68 (58–80) kg, and 40% were immobile for ≥3 days (median length of immobility 7 [4–14] days, including immobility immediately prior to admission). In-hospital VTE prophylaxis was received by 41% of patients (Table 1). Of patients with no risk factors (44%), one risk factor (40%), or ≥2 risk factors (16%), 25%, 49%, and 67% received prophylaxis, respectively. 12% of IMPROVE patients would have been eligible for inclusion in the MEDENOX study. Of these, only 52% received prophylaxis in hospital. Prophylaxis was provided to 6% of patients during the 3-month follow-up period, and continued in 11% of patients after discharge. Conclusions Only 41% of IMPROVE patients received VTE prophylaxis, with considerable variation in types and regimens of prophylaxis used. While MEDENOX showed the benefits of VTE prophylaxis (enoxaparin 40 mg) in acutely ill medical patients, only half of MEDENOX-eligible patients received prophylaxis. Table 1. Use of in-hospital VTE prophylaxis (N=4315) VTE prophylaxis Patients receiving VTE prophylaxis, % ROW, rest of world; *Excluding elastic stockings and aspirin ≥1 type of VTE prophylaxis* 41 LMWH - USA (Q12h, Qd) 7 (5, 1) LMWH- ROW (Q12h, Qd) 31 (29, 2) UFH - USA (Q12h, Q8h) 28 (15, 11) UFH - ROW (Q12h, Q8h) 6 (5, 0) Intermittent pneumatic compression (USA, ROW) 6 (19, 0) Aspirin (USA, ROW) 4 (7, 3) Elastic stockings (USA, ROW) 6 (3, 8)
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".