Disability Focal Point Persons and Policy Implementation Across Sectors: A Qualitative Examination of Stakeholder Perspectives in Zambia
Bibliographic record
Abstract
Background: Zambia has created new disability policies and updated existing policies to be consistent with the United Nations Convention on the Rights of Persons with Disabilities. These initiatives require the widespread engagement of ministries and departments to achieve effective policy development and implementation. To pursue widespread engagement, the Government of Zambia developed a structure of disability focal point persons (FPPs). The Zambian disability FPP structure has not yet been explored systematically. Objective: To explore disability policy stakeholder perspectives about FPPs as a feature of disability policy development and implementation. Methods: We conducted semi-structured interviews with 24 disability policy stakeholders (10 policymakers, 2 researchers and 12 disability advocates) as part of a larger study about the development and implementation of disability-related policies in Zambia. Interviews were audio recorded and transcribed. Data were analyzed using content analysis. Results: Participants presented FPPs as a promising way to mainstream disability within the government. According to participants, the initial launch of the FPP structure was ineffective, with a lack of clarity about the structure and an initial cohort of FPPs that wielded minimal influence. The FPP structure has since been revised. Participants express promise that the improved second launch will achieve mainstreaming. Discussion: Zambian disability policy stakeholders describe a disability FPP structure that is different from the models suggested for treaty implementation. Pre-established commitments to mainstreaming among stakeholders might have stimulated interest in following the cyclical development of the disability FPP structure, encouraging a whole-of-government approach to disability policy implementation.
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How this classification was reachedexpand
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".