Documenting a New World: Research Submitted to the National Abortion Federation's 48th Annual Meeting (May 2–5, 2025, California)
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
Introduction:The reported incidence of breast symptoms after second trimester abortion or miscarriage ranges from 51% to 90%.Symptoms include breast engorgement, pain, and milk leakage.These symptoms can be physically bothersome as well as emotionally distressing.Cabergoline, a dopamine agonist, suppresses lactation, and thus associated symptoms, due to its effect on prolactin.A recent randomized controlled trial demonstrated that cabergoline given postoperatively after dilation and evacuation (D&E) reduced breast symptoms for patients from 18 to 26 weeks' gestation.Data are lacking on cabergoline efficacy and patient acceptance for 14-18 weeks' gestation.Methods: We conducted a prospective cohort study evaluating the practice of routinely offering postoperative cabergoline 1 mg orally to all patients 14-24 weeks gestation undergoing D&E for voluntary termination or fetal demise at an urban academic medical center.We excluded emergent D&Es, current breastfeeding, and uncontrolled hypertension.We collected demographic and clinical characteristics from the
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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 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