Bibliographic record
Abstract
The study outlines the development of timber cladding in Scotland, describes timber clad buildings in Scotland, and provides practical information on the use of timber cladding in Scotland. The increasing popularity of external timber cladding in Scotland has created a need for accurate historical and technical information specifically relevant to Scottish conditions, and the Scottish Executive has commissioned Timber Cladding in Scotland to provide an invaluable reference for policy makers, architects, engineers, self-builders, planning and building control officers, contractors and cladding manufacturers. External timber cladding offers a unique combination of environmental, social and economic benefits of value to Scotland's built environment, and planning and building control systems are increasingly sympathetic to its use. The technical risks of using timber cladding in Scotland's exposed maritime climate are manageable and no greater than in similar climates, such as the western coastal zones of Norway and Canada, where external timber cladding is widespread. There is also evidence of strong historical precedents for external timber cladding throughout urban and rural Scotland
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.026 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".