From Bean to Bar: Cultural Esteem and Healing through Chocolate
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
Abstract In this paper, we describe a business with cultural purpose. East Vancouver Roasters (EVR) engages women recovering from addiction and trauma in the creation of chocolate from raw cocoa beans in Canada's most demonized community: Vancouver's Downtown Eastside. The initiative has a number of goals. First, it is designed to reach a population with innovative, low-barrier employment. Second, it seeks to create a viable business with social conscience (a social enterprise). Third, its wider cultural goal is to generate social and economic capital intended to bolster community esteem. Finally, EVR presents opportunities to learn from women with psycho-spiritual pain about the meaning of work and barriers to employment. We share our stories here to describe a social enterprise from the perspective of social actors involved in its creation and operation.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it