The Role of Health Education Specialists in Supporting Global Health and the Millennium Development Goals
Bibliographic record
Abstract
The Millennium Development Goals and Burden of Disease Globally Several documents (UN Universal Declaration of Human Rights, Declaration of Alma Alta, Ottawa Charter for Promotion) preceded formulation of Millennium Development Goals (MDGs) in In 1978, World Organization (WHO) and United Nations Children's Fund (UNICEF) adopted Primary Care Initiative calling for acceptable level of health for people of world by year 2000. (1) To attain health for all will require major revisions and changes in health care funding and service delivery in many countries. Among these global changes are universal access to clinical services based on need; necessary community involvement to generate, define, and implement health agendas; as well as access to appropriate technology for Unfortunately, basic universal access, Health for All, was not attained by aforementioned year 2000 target date. (2) The world did not lose focus on unmet health and education needs. UN Member States endorsed Millennium Declaration in 2000 with an emphasis upon achieving eight inter-related Millennium Development Goals (MDGs) by 2015. Of particular note to health education specialists are Goals 3, 4, 5, 6, 7 and 8 (3): Goal 1: Eradicate extreme poverty and hunger Goal 2: Achieve universal primary education Goal 3: Promote gender equality and empower women Goal 4: Reduce child mortality Goal 5: Improve maternal health Goal 6: Combat HIV/AIDS, malaria and other diseases Goal 7: Ensure environmental sustainability Goal 8: Develop a global partnership for development According to UN Secretary-General, the Millennium Declaration represents most important collective promise ever made to world's most vulnerable people. This promise is not based on pity or charity, but on solidarity, justice and recognition that are increasingly dependent on one another for our shared prosperity and security. (4) Although progress is evident, much has not been achieved. Ambassador Rick Barton (2010), U.S. Representative on Economic and Social Council, stated we need to redouble efforts to build momentum towards some of goals, such as those related to maternal and child health. (5) While global expected years of life and child mortality rates have improved from 1990 to 2001, but nearly 20% of worldwide deaths (10.5 million) in 2001 were among children younger than five years of age. Close to 4 million of these deaths were to infants before 1 month of age. Nearly all (99%) of child deaths occurred in low- and middle-income countries. Further, 30% of all deaths between ages of 15-59 years occurred in these same countries, as compared to 15% of deaths in same age group for high-income countries. One of every three deaths worldwide is due to communicable diseases, nutritional deficiencies, and maternal and perinatal conditions. HIV/AIDS accounted for 14% of deaths due to communicable disease in 2001. (6) WHO supports a Burden of Disease Framework, a schematic illustration of determinants of excess morbidity and mortality. Outcomes include mortality and nonhealth well-being. Determinants listed in reverse order include functional limitations, impairments, morbidity and injuries, risk factors, socioeconomic and environmental causes. analysts and administrators may refer to this framework when allocating finances, conducting research and planning service delivery. (7) A Call to Action to Support Millennium Development Goals Worldwide What are indicators of progress to attain MDGs? How do measure goal attainment? There is good news; some results are favorable. According to UN, number of persons living in extreme poverty (living on less than $1.25 US per day), decreased from 1.8 to 1.4 billion people between 1990-2005. …
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.045 | 0.050 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.013 | 0.010 |
| Open science | 0.003 | 0.021 |
| Research integrity | 0.017 | 0.025 |
| Insufficient payload (model declined to judge) | 0.029 | 0.007 |
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 source (direct Gemma or distilled Codex), 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".