WHEN TWO PANDEMICS COLLIDE: RACISM, COVID-19 AND THE ASSOCIATION OF BLACK SOCIAL WORKERS EMERGENCY RESPONSE
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
In the spring of 2020, African Nova Scotians were faced with two emerging pandemics: the ongoing pandemic of anti-Black racism, and the pandemic of COVID-19. The Association of Black Social Workers created a response specific to the needs of African Nova Scotians, employing the six practice principles of Africentric social work. They established a partnership with community and government partners to manage a phone line to triage based on need, and a virtual community check-in to connect about the pressing Black Lives Matter movement. This paper contextualizes the historic and current systemic racial inequities faced by African Nova Scotians within the context of the current public health emergency, and the need for an equitable, community-based emergency response. This specialized, Africentric service provision model can be used to inform the development of emergency responses for other Black communities in Canada.
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 | 0.009 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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