Management of Pregnant Women with Cerebrospinal Fluid Shunts
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
As more women with cerebrospinal fluid shunts reach child-bearing age, neurosurgeons, obstetricians and other health care providers will increasingly be called upon to care for them once they become pregnant. A review of the literature reveals that these patients may develop symptoms of shunt malfunction as uterine size increases. In most cases, symptoms can be managed conservatively during pregnancy and usually resolve following delivery. The presence of a CSF shunt per se, is not a contraindication to pregnancy and eventual fetal and maternal outcome has been excellent in the majority of cases. Labor and delivery should be allowed to progress naturally and interventions limited to those indicated for obstetrical reasons alone. Peripartum prophylactic antibiotics may be indicated and special care ought to be exercised if epidural analgesia or cesarian section is deemed necessary. Genetic investigations and counseling may be indicated in selected patients.
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) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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