The Potluck Café: Navigating the "twilight zone" of social enterprise
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
Since 2001, a small shop in Vancouver's Downtown Eastside has been serving 1000s of meals to some of the city's most sick and isolated residents, while training and employing others in food preparation. Now, after three years, the Potluck Café has "made it" - it's breaking even. Its sales to "market-rate customers," topped up with grants and in-kind donations, are finally covering costs. Manager Liz Lougheed Green knows how much and how long it's taken to reach this goal, and wonders: just what is a realistic financial goal for social enterprise? The presentation of the financial struggles year by year are revealing. \n \nWithout any systematic base of program support from a government partner, Potluck’s inspired founders have had huge difficulties getting to where they are, but as of 2007 it looks like they will survive. Based on this case the expectation that this type of social enterprise can become self-sufficient in 3 years is seriously questionable. Indeed, without a different configuration of supports, the author suggest this type of social enterprise is neither replicable nor advisable.
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.
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 | 0.001 | 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) | 0.000 | 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