Community Base Newborn Care Evaluation, Ethiopia 2013-2017 - Woman's Development Army Survey Data
Bibliographic record
Abstract
The IDEAS Community Base Newborn Care (CBNC) evaluation surveys were conducted in Ethiopia in the last quarter of 2013, 2015 and 2017. Across four regions; Amhara, Oromiya, SNNP and Tigray, 206 Primary Healthcare Units (PHCU) were randomly selected from 12 zones and surveyed at all three time points. Household surveys of women who delivered in the previous 3-15 months collected demographic and healthcare data during the antenatal, delivery and postnatal period. The selection of zones was based on the phasic implementation plan on the CBNC programme and therefore not random. This dataset covers health worker surveys of woman’s development army volunteers. Collected data covers demographics, care provision, MNH knowledge, training and supervisions. This contains data collected from the Woman’s Development Army (WDA).
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.
How this classification was reachedexpand
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 | 0.011 | 0.056 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.013 | 0.005 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 0.006 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".