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
QUESTION: Is anticoagulant treatment for calf vein thrombosis for 6 weeks duration associated with acceptable recurrence and safety outcomes? Is anticoagulant therapy for 3 months duration for proximal deep vein thrombosis (DVT) or pulmonary embolism (PE) associated with acceptable recurrence and safety outcomes? POPULATION: Men and women with a first episode of symptomatic calf vein thrombosis or proximal DVT confirmed by ultrasound or venography, or PE confirmed by lung scan or angiography. Patients with pregnancy, thrombophilia, severe PE, and cancer were excluded. DESIGN AND METHODS: After treatment with heparin and oral anticoagulants targeting an INR of 2-3, patients with calf DVT were randomized to 6 weeks (n = 105) versus 3 months (n = 92) of treatment, and patients with proximal DVT and/or PE were randomized to 3 months (n = 270) versus 6 months (n = 269) of treatment. The outcome events were recurrences and major, minor, or fatal bleeding complications. The mean follow-up time was 12 months. RESULTS: A total of 736 patients were enrolled. For calf vein thrombosis the recurrence of DVT or PE after 6 weeks of therapy was 2/105 (2.0%) versus 3/92 (3.4%) with 3 months of therapy, relative risk of 0.58 (95% CI: 0.10-3.36). The rates of major bleeding were 1/105 (1.0%) and 3/92 (3.4%) respectively, relative risk of 0.29 (95% CI: 0.03-2.72). For proximal DVT or PE, the recurrence rate after 3 months of therapy was 21/270 (8.1%) versus 23/269 (8.7%) after 6 months of treatment, relative risk of 0.93 (95% CI: 0.53-1.65). The rates of major bleeding were 5/270 (1.9%) versus 7/269 (2.6%) respectively, relative risk of 0.73 (95% CI: 0.24-2.27). CONCLUSION: After isolated calf vein DVT, 6 weeks of oral anticoagulation is sufficient. For proximal DVT or PE, 3 and 6 months of anticoagulant therapy is equivalent. For patients with temporary risk factors who have a low risk of recurrence, 3 months of treatment seems to be sufficient.
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) | 0.001 | 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) | 0.004 | 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 it