| id |
836b00cc-87cf-4bb5-81e0-068e7715349a |
| user_id |
8684964a-bab1-4235-93a8-5fd5e24a1d0a |
| job_id |
dotiqrsa-2233 |
| base_model_name |
xevyo |
| base_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| model_name |
Poverty and health |
| model_desc |
Poverty and health |
| model_path |
/home/sid/tuning/finetune/backend/output/dotiqrsa- /home/sid/tuning/finetune/backend/output/dotiqrsa-2233/merged_fp16_hf... |
| source_model_name |
xevyo |
| source_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| source_job_id |
xevyo-base-v1 |
| dataset_desc |
This PDF is a detailed research report that explai This PDF is a detailed research report that explains the deep, two-way relationship between poverty and poor health. It argues that poverty is both a cause and a consequence of ill health, creating a cycle that traps individuals, families, and entire communities. The document is designed for policymakers, development practitioners, and health-sector planners.
The central message is clear:
Poor people get sick more often, and sickness keeps them poor.
🔍 Core Purpose of the Document
The PDF examines:
How social and economic deprivation leads to worse health outcomes
How ill health reduces productivity, income, and quality of life
How health systems often fail the poor
Why tackling poverty must include tackling health inequalities
It provides data, conceptual frameworks, and policy recommendations for breaking the poverty–illness cycle.
🧠 Main Themes of the PDF
1. Poverty Causes Poor Health
People living in poverty face:
Malnutrition
Unsafe water and sanitation
Overcrowded housing
Dangerous working conditions
Limited access to healthcare
Higher exposure to infectious diseases
These factors lead to:
High mortality
High infant and maternal death rates
Chronic illness
Disability
Poor people also receive health care that is:
Lower quality
More expensive relative to income
Harder to access due to distance, discrimination, or fees
2. Poor Health Causes Poverty
Illness pushes people deeper into poverty through:
Loss of income
Long-term disability
High out-of-pocket medical expenses
Debt from seeking care
Reduced productivity
Families often sell assets, withdraw children from school, or fall into chronic poverty because of health shocks.
3. The Health–Poverty Trap
The document describes a self-reinforcing cycle:
Poverty → Poor living conditions → Illness → Lower income → Deeper poverty → More illness
Breaking this cycle requires coordinated action across:
Health systems
Social protection
Education
Water and sanitation
Nutrition
4. Health Inequalities
The PDF emphasizes that in nearly all countries:
Poor people die younger
Have more disease
Spend a larger share of income on health
Face discrimination in health systems
The differences in health outcomes between the richest and poorest groups are described as unacceptable, avoidable, and unjust.
5. The Role of Health Systems
The report highlights major barriers poor people face:
User fees
Long distances to clinics
Lack of medicines
Understaffed facilities
Corruption
Poor-quality care
It argues that health systems must be:
Affordable
Accessible
People-centered
Equitable
Integrated with social support programs
6. Breaking the Cycle
The PDF recommends strategies such as:
Universal Health Coverage (UHC)
Removing financial barriers to care
Cash-transfer programs
Education, especially for girls
Nutrition support
Improved water and sanitation
Community health workers
Targeted interventions for the extreme poor
⭐ Overall Message
The document concludes that eliminating poverty is not possible without improving health—and improving health is not possible without addressing poverty. A multisectoral approach, combining health policy with social development and economic inclusion, is essential.... |
| dataset_meta |
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| dataset_path |
/home/sid/tuning/finetune/backend/output/dotiqrsa- /home/sid/tuning/finetune/backend/output/dotiqrsa-2233/data/dotiqrsa-2233.json... |
| training_output |
null |
| status |
completed |
| created_at |
1764874881 |
| updated_at |
1764884487 |
| source_adapter_path |
NULL |
| adapter_path |
/home/sid/tuning/finetune/backend/output/dotiqrsa- /home/sid/tuning/finetune/backend/output/dotiqrsa-2233/adapter... |
| plugged_in |
False |