US lags other rich nations in maternal health care
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
More women die from complications of pregnancy and childbirth in the US than in 10 other wealthy countries, according to a study by the Commonwealth Fund. In the US there were 17.4 maternal deaths per 100 000 live births, compared with 1.7 in New Zealand and 6.5 in the UK. The rates in the other countries were 1.8 in Norway, 3 in the Netherlands, 3.2 in Germany, 4.3 in Sweden, 4.6 in Switzerland, 4.8 in Australia, 8.6 in Canada, and 8.7 in France.1 The rate for black non-Hispanic American women was 37.1, more than double the rate for white US women (14.7). The UK has an even worse record: maternal deaths were five times as high for black women …
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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 | 0.001 |
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