Does universalization of healthcare coverage promote inward FDI in health sectors? an empirical investigation using panel data of 59 countries
Bibliographic record
Abstract
The paper investigates the effect of universal healthcare coverage (UHC) on FDI net inflows into health sectors across 59 countries from 2000 to 2021, using multiple specifications and control variables. The findings demonstrate a consistent and statistically significant impact of UHC and FDI inflows in health sectors where the elasticity estimation of the increase in FDI net inflows ranges from 0.0003% to 0.0004% for each 1-point increase in UHC score. These results indicate the economic attractiveness of countries with comprehensive healthcare systems. The results suggest that the universalization of healthcare coverage is a determinant of FDI in health sectors. Therefore, policymakers should consider generalizing healthcare coverage services to attract FDI in health sectors, thereby stimulating economic growth and improving healthcare outcomes.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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".