Process-Oriented Framework to Improve Modular and Offsite Construction Manufacturing Performance
Why this work is in the frame
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Bibliographic record
Abstract
The construction industry has strived for higher productivity in the last several decades, which has resulted in innovations and improvements, including methodologies, tools, and machines. By moving work from on-site to off-site, the objective is to use the workforce and machinery in a controlled environment without external interference for higher productivity and quality. However, the construction manufacturing domain may not benefit fully from modular construction and lean implementation when employing the stick-built under a roof method, which follows a similar construction process as the conventional on-site construction approach. This paper introduces a process-oriented framework which integrates value stream mapping (VSM) with a production line breakdown structure (PBS) to analyze current production line performance using key performance indicators (KPIs), assess the proposed solution for improved performance, and visualize the future implementation of the proposed solution on a construction manufacturing production line.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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