Diagnostic Problems with Venous Thromboembolic Disease in Pregnancy
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
In the pregnant patient with suspected deep vein thrombosis (DVT) or pulmonary embolism (PE), accurate diagnosis is required to identify patients with DVT or PE who would benefit from appropriate anticoagulant therapy, and to exclude DVT and PE in the majority of patients so they are not exposed to the risks of anticoagulants. The diagnosis of DVT and PE during pregnancy is problematic. The use of invasive diagnostic tests, such as venography and pulmonary angiography, is limited because of the potential risks to the fetus of radiation exposure. Due to hemodynamic changes associated with pregnancy, noninvasive diagnostic tests such as impedance plethysmography and venous Doppler may be falsely abnormal. Diagnostic approaches for DVT and PE will be outlined that can accurately and safely confirm or exclude suspected DVT and PE during pregnancy.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| 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 | 0.000 | 0.001 |
| 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