The impact of supply chain financing on SMEs performance in Global supply chain
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The purpose of the article is to evaluate the factors affecting supply chain finance and the influence of supply chain finance on supply chain financing performance and SMEs performance in Vietnam. The study was conducted on 856 small and medium enterprises in Vietnam for 3 consecutive months. The data is processed by Smart PLS 3.3.6 software, the results show that credit quality, supply chain integration, information sharing, and information technology all have a statistically significant impact on supply chain finance. Besides, supply chain finance has a statistically significant impact on supply chain financing performance and SMEs performance. Finally, the innovation capability and the market response capability act as full mediators in the relationship between supply chain finance and supply chain financing performance. Based on the research results, we propose solutions and recommendations to help small and medium enterprises better access capital and improve business performance.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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 it