Trousers Developed from the ASTM D5586 and the Canada Standard Sizing for Women's Apparel
Bibliographic record
Abstract
A theory of product performance and consumer satisfaction was applied to examine the instrumental and expressive outcomes associated with prototype trousers developed from the Canada Standard Sizing (CSS) size code M18 and the ASTM D5586 size code MPl6. Instrumental outcomes are positive or negative judgments of a product based on consumers' reactions to the physical aspects of a product. Expressive outcomes refer to positive or negative judgments of a product based on consumers' personal or emotional reactions to a product. A convenience sample of 20 women aged 56 to 89 years participated in a two-week wear test followed by face-to-face interviews. The results showed that (a) the participants' measurements were similar to the ASTM MP16 measurements; (b) although participants were satisfied with the ASTM prototype trouser, there was no significant difference in overall satisfaction; (c) participants tended to associate both prototype trousers with instrumental outcomes.
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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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".