Exploring Indonesia’s “low hospital bed utilization-low bed occupancy-high disease burden” paradox
Bibliographic record
Abstract
Indonesia’s current hospital bed to population ratio of 6.3/10 000 population compares unfavourably with a global average of 30/10 000. Despite low hospital bed-to-population ratios and a significant “double burden” of disease, bed occupancy rates range between 55% - 60% in both government and private hospitals in Indonesia, compared with over 80% hospital bed occupancy rates for the South-East Asian region. Annual inpatient admission in Indonesia is, at 140/1 0 000 population, the lowest in the South East Asian region. Despite currently low utilisation rates, Indonesia’s Human Resources for Health Development Plan 2011-2025 has among its objectives the raising of hospital bed numbers to 10/10 000 population by 2014. The authors examined the reasons for the paradox and analysed the following contributory factors; health system’s shortcomings; epidemiological transition; medical tourism; high out-of-pocket payments; patronage of traditional medical practitioners, and increasing use of outpatient care. Suggestions for addressing the paradox are proposed.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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 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".