Technology Adoption and Diffusion: A New Application of the UTAUT Model
Why this work is in the frame
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Bibliographic record
Abstract
Diffusion of innovation is a key challenge for organizations; it brings social change that alters a system's structure and how it operates. Most of the studies in this area have focused on the information and communication technologies sector (ICT). In this paper, we have sought to understand the acceptance and use of wood-based technology in the non-residential construction sector. For this purpose, we conducted a web survey of 28 engineers in Quebec's construction industry. Upon examining the survey results using the Unified Theory of Acceptance and Use of Technology (UTAUT) theory, we have proposed a conceptual framework specific to the use of wood in non-residential construction and identified the main similarities and differences according to the basic UTAUT model. We have also identified some constraints regarding the use of wood-based technology.
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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 | 0.003 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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