Twin Birth Study: 2-Year Neurodevelopmental Follow-up of the Randomized Trial of Planned Cesarean or Planned Vaginal Delivery for Twin 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
( Am J Obstet Gynecol. 2016;214:371.e1–371.e19) Twin pregnancies occur more often and present with complications in 2% to 3% of all deliveries. Earlier studies reporting reduced risk of adverse perinatal outcomes for one or both twins when delivered by elective cesarean delivery has led to increased rates of elective cesarean delivery. The Twin Birth Study, a randomized controlled trial, enrolled women with twin pregnancies to planned cesarean or planned vaginal deliveries. Primary analysis revealed that cesarean delivery did not alter the risk of fetal or neonatal death as compared to vaginal delivery. The secondary outcome was a combination of death or neurodevelopmental delay of the children at 2 years of age. This study presented the 2-year outcomes of the children in the Twin Birth Study.
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 | 0.004 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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