Health of Displaced Albanian Kosovars in the Former Yugoslav Republic of Macedonia: Fitness to Travel and Health Outcomes Assessment
Bibliographic record
Abstract
INTRODUCTION: During the 1999 conflict in Kosovo, an estimated 850,000 people were displaced from Kosovo. Many thousands of these people arrived in the Former Yugoslav Republic of Macedonia (FYROM), for whom a humanitarian evacuation programme (HEP) was conducted by the United Nations High Commissioner for Refugees (UNHCR) and the International Organization for Migration (IOM). More than 91,000 people were moved to third countries under this programme. METHODS: A health assessment tool was designed, validated, and implemented to document the health status of the refugees prior to departure. The IOM evaluated 41,652 pre-travel "fitness to travel" medical assessments for refugees transported by the Organization. A colour coding system for fitness-to-travel was used to clearly identify refugees to the receiving health authorities according to their health condition at the time of departure. RESULTS: A total of 41,652 fitness-to-travel assessments were performed between 05 April and 25 June 1999, and were entered into a database. There were 21,923 females and 19,566 males. The average age was 25.3 years (women, 26 years; men, 24.3 years). Of these assessments, 4,647 (11.2%) individuals who were deemed fit-to-travel required medical assessment at the host destination, and of those 1,204 required urgent care. The majority of health complaints were acute respiratory tract infections and hypertension. CONCLUSIONS: A rapid and efficient system for fitness-to-travel was created to assist in the management of health issues related to the urgent and mass movement of refugees. The collected health information was of use to health-care planners during the crisis and for those responsible for the health-care of newly arrived refugees. The lessons learned have implications for future similar operations and for the development of research and education programs for both the refugees and the host recipient nations.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".