Care of under-five children in India
Bibliographic record
Abstract
The Goal of The United Nations' Sustainable Development is to reduce under-five mortality to or at below 25 per 1000 live births. The large and vulnerable group with a high-risk population in India is the age group of children under the age of five years. According to UNICEF, South Asia has the highest proportion of recorded child mortality, with India accounting for a quarter of them. Being a member of a tribal community adds to this vulnerability. When compared to other social classes, tribal children had a 19% higher chance of dying during the newborn period and a 45% higher risk during the post-neonatal era. The Indian government is working hard to put child survival at the forefront of its agenda and has devised a particular plan for vulnerable populations. It uses content analysis to examine existing policies, programs, and research involving children under the age of five. The findings revealed the historical development of child policies dating back to 1974 with the creation of the first child policy. Meanwhile, several initiatives to enhance the health of children under the age of five have been made.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".