Toward Industry 5.0: A Conceptual Model for Blockchain’s Impact on Interorganizational Trust in Construction Project Management
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
Trust issues and collaboration inefficiencies are ongoing challenges in the construction industry, leading to great monetary and resource loss. Blockchain technology has a unique potential to foster trust through attributes of immutability, transparency, and decentralization, but the precise impact of blockchain on trust dynamics among project stakeholders has not yet been thoroughly explored. Blockchain-based interorganizational trust was developed as a conceptual model. This model provides a framework with seven propositions to explore blockchain’s influence on interorganizational trust. The findings indicate blockchain’s potential to strengthen system-based trust, which in turn enhances both affect-based and cognition-based trust.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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