Clean water and sanitation: Ensure availability and sustainable management of water and sanitation for all
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
Reveals that while drinking water proves essential to life, only 71 percent of people globally have water considered safely managed. In Sub-Saharan Africa, 58% of people have access to at least basic water, but less than half have access to safely managed water. Rural dwellers prove less likely than their urban counterparts to have access to at least basic water, and poorer people remain less likely have safe water piped to their homes. Globally, 6 in 10 people use sanitation facilities without safe management, which may contribute to the spread of disease, while India still has the largest number of people practicing open defecation. In Latin America & Caribbean 86 percent of people have access to at least basic sanitation, but only a quarter of those have access to safely managed sanitation. Hand washing makes an important contribution to hygiene, but many households, especially among the poor, lack basic facilities.
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 | 0.000 |
| 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