Industry 5.0 and Overall Supply Chain Performance: A Proposed Conceptual Framework
Bibliographic record
Abstract
This study investigates the impact of Industry 5.0 (I5.0) on the overall supply chain performance (SCP). Three dimensions of SCP, including efficiency, responsiveness, and visibility, have been defined based on the existing literature to evaluate the overall SCP. Moreover, seven enabling technologies of I5.0, which have the greatest impact on supply chain management (SCM), have been extracted from the existing literature. This study also demonstrates how I5.0 affects SCP dimensions and how each dimension contributes to overall SCP. The present work can provide managers and practitioners with a comprehensive perspective on the importance of I5.0 in improving their SCP by enhancing the efficiency and effectiveness of supply chain (SC) actions.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.006 | 0.006 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".