Bibliographic record
Abstract
Acute pulmonary embolism has a wide prognostic spectrum, ranging from sudden death within minutes of a thromboembolic episode to a benign treatable condition associated with a stable clinical course and no long-term sequelae. In patients who survive an initial thromboembolic episode and receive antithrombotic therapy, the clinical course can be complicated by recurrent nonfatal venous thromboembolism, fatal pulmonary embolism, the postthrombotic syndrome, and chronic thromboembolic pulmonary hypertension. Identifying which patients are at increased risk of experiencing these sequelae is important in decision making relating to the aggressiveness of initial antithrombotic therapy, the duration of antithrombotic therapy, and the frequency of clinical surveillance. In addition, this information may be helpful to clinicians in discussing disease prognosis with patients. The objectives of this review are to provide reasonable estimates of the risks of recurrent nonfatal venous thromboembolism, fatal pulmonary embolism, the postthrombotic syndrome, and chronic thromboembolic pulmonary hypertension in patients with treated pulmonary embolism, and to identify risk factors for these sequelae.
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) | 0.006 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".