The effect of management accounting and blockchain technology characteristics on supply chains efficiency
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
Blockchain is a new boom for the use of the Internet and will change the way in accounting and auditing as well as management accounting (MA); Blockchain as the biggest evidence of the growing use of this technology in the accounting field, its use leads to lower costs in the long run, avoiding human errors and controlling manipulation and fraud through immediate control of information and enhancing its integrity. However, this paper aims to investigate the impact of management accounting and Blockchain technology characteristics on supply chain efficiency in Jordanian Manufacturing Companies (JMC). Besides, the descriptive approach was conducted using the survey, 258 respondents were included in the survey from JMC. The results indicated that the characteristics of Blockchain technology and MA has a positive and significant impact on the efficiency of supply chains in JMC. However, this paper contributes to identifying the characteristics of Blockchain as well as management accounting methods and their role in increasing the efficiency of supply chains; to survive and continue in different business environments.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| 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