A STUDY ON THE FLOOR PLAN TREND OF THE NEWLY-BUILT HOUSES SEEN ON THE ADVERTISEMENT IN NEWSPAPERS Change in the past quarter century in Fukui, Iwate and Oita
Bibliographic record
Abstract
This study reveals the floor plan trend in Fukui, Iwate, and Oita through the research of advertisements in the newspapers and magazines. Viewing 25 years' trend in the main newspapers in 1980, 1985, 1990, 1995, 2000, 2005, the trend from 2001 to 2007 including the town magazines was also researched. This mainly shows; 1.On the 1st floor, the traditional "DK+Tsuzukima" changed into "LDK+Washitsu", and on the 2nd floor the Japanese and Western styles "Washitsu+Youshitsu" unified to "separated Yoshitsu" . 2.However, after 2004 the new trend "Passing through public room to the 2nd floor or bath and toilet " appeared.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".