LITERATURE SURVEY ON THE HISTORY OF ATTIC VENTILATION REGULATIONS IN BUILDING CODES OF THE USA AND CANADA（PART 1）: EARLY HISTORY OF RESEARCH AND REGULATIONS ON ATTIC VENTILATION IN THE USA
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
The origin and changes of attic ventilation regulations in three model building codes and a dwelling code used in the United States prior to the publication of International Residential Code in 2000 were thoroughly investigated. Also, the early research works and official recommendations on house attic ventilation that formed the basis of these regulations were reviewed. Detail of regulations including vent area ratio and the usage of vapor barrier differed from code to code in early stage, but became almost the same after 1990. The present attic ventilation regulation for dwellings in Japan apparently has its ground in FPL/HHFA recommendation in 1950’s.
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 | 0.002 | 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