Managing the tensions between service and advocacy: The case of the AJEEC Social Change Service Organization, Naqab, Israel
Bibliographic record
Abstract
The tension between providing services to marginalized groups and organizing them for advocacy to challenge power structures is a fundamental dilemma for Social Change Service Organizations (SCSO). This dilemma exists in many civil society organizations, especially those that work with indigenous communities, such as the Bedouin in Israel, where providing immediate services and advocating for policy change are crucial. Literature shows the tensions that arise from combining service provision and advocacy. However, there are very few studies showing how these organizations manage and overcome these tensions sustainably. The present study is an exploratory case study using the AJEEC (Arab‐Jewish Center for Empowerment, Equality, and Cooperation) in the Naqab as an instrumental single case. It provides an in‐depth understanding of the tensions AJEEC is facing and reveals AJEEC’s unique approach and strategies for managing these tensions effectively and sustainably within the social, political, and cultural contexts. It presents implications for research, policy, and practice.
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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 | 0.007 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.045 | 0.018 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.003 | 0.009 |
| Research integrity | 0.009 | 0.008 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".