Formaldehyde Release From Clothing and Upholstery Fabrics Using the Chromotropic Acid Method
Bibliographic record
Abstract
BACKGROUND: Formaldehyde resins may be used in textiles. OBJECTIVE: The aim of the study was to investigate the presence of formaldehyde in textiles using the chromotropic acid method. METHOD: Clothing scraps (from local department store tailors, n = 77) and upholstery fabric cuttings (from a furniture reupholstery store, n = 22) were collected. Each fabric was cut into a 1-cm square and tested using the chromotropic acid method. Samples were retested in a systematic fashion (every 10th sample) to assess reproducibility. RESULTS: All 99 clothing and upholstery fabrics tested negative for formaldehyde release. CONCLUSIONS: Our study suggests that textile manufactures may be using nonformaldehyde resins for durable press finishing in clothing likely to be tailored as well as fabrics used for furniture reupholstery. Additional studies involving other metropolitan areas and a variety of fabrics are needed to confirm these findings.
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.
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 | 0.000 | 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) | 0.001 | 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".