Predictive Value of Pleural Effusions in Fetal Hydrops
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
Twenty-eight cases of fetal hydrops are reported. A diverse aetiology was found. Fetal therapy was undertaken in 12 (42.9%). The overall survival rate was 36.8% (excluding elective terminations). However, when normal fetuses presenting from 20 weeks were considered, the survival rate was 64%. The results were combined with those of two other studies (making a total of 182 cases with fetal hydrops) to ascertain the value of pleural effusions in predicting outcome in such cases. In the 143 cases that did not end in a therapeutic termination of pregnancy, fetal pleural effusions predicted death (fetal or neonatal) with a sensitivity of 67%, a specificity of 53%, a positive predictive power of 68%, a negative predictive power of 52% and an overall accuracy of 62%.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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