Compressive loading of structural insulated panels and conventional stud walls: a study
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
Structural insulated panels (SIPs) are structural elements comprising a core of expanded polystyrene insulation sandwiched between two oriented strand boards. They can replace conventional joist floors and stud walls in low-rise residential construction. Three identical samples of full-scale SIP walls and stud walls were tested according to ASTM standards and experimental results for the specimens were obtained in terms of their ultimate load capacity and failure mechanism. Comparison of the load–deformation diagrams of the SIPs and stud walls showed that tangential stiffness variation of the former occurred in the hardening mode, whereas the variation for the latter was in two stages, hardening and softening. Regarding compressive loading, the results showed that SIPs are as good as conventional wood framing of the same size. Therefore, SIP walls are very efficient in the case of axial compressive loading.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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