‘The Answer Within- The Role of the Church in the Black Community: A Community Development Response to the Violence in Toronto’
Bibliographic record
Abstract
This paper will assert that the church in the Black community has a role in addressing the contemporary issue of the violence in Toronto. The church’s historical significance in the Canadian context as studied by Este (2004) will be examined along with the church’s present day role. Following this will be a focus on the increased gang and street violence that is occurring in some Toronto communities. The harsh realities of these communities will also be considered along with assumptions of how best to resolve the increase in violence as reflected in the media, politicians, law enforcement and the Black community itself. It is then proposed that the church community needs to be involved in promoting social capital and spiritual capital (Sinha, 2004). Research by Sinha (2004) is reviewed as it found that,”…local religious congregations in collaboration with local agencies and stakeholders, fostered positive outcomes among youth [at risk] and promoted community linkages. ” The paper concludes with consideration for social workers working with faith based groups.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.023 | 0.010 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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 source (direct Gemma or distilled Codex), 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".