Regenerative Abundance: Fast and Sustainable Apparel Production in Toronto
Bibliographic record
Abstract
<p>Fast fashion consumers demand rapidly changing, trend-based product lines at low cost. As a result, independent designers struggle to compete and this model of production has far-reaching negative environmental and social impacts. This exploratory qualitative analysis suggests best practices to revitalize Toronto’s apparel manufacturing sector by catering to new demands with a blended approach rooted in Zara’s fast fashion supply chain model, and McDonough and Braungart’s (2002) vision of Cradle to Cradle sustainability. Using a semistructured interview and online short answer questionnaires, participants from the Toronto apparel design and manufacturing industry were asked what they thought about these competing objectives. Four themes emerged: (1) the need to instil sustainability awareness in consumers and producers; (2) the need to manufacture locally; (3) the importance of convenience and incentives offered for sustainable, local production; and (4) the pace of apparel production must discard the two-season model in favour of more rapidly changing product assortments. </p>
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 | 0.001 | 0.000 |
| 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 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".