The Politics of Socio-Economic Rights and Constitutionalism
Bibliographic record
Abstract
Abstract The novel coronavirus (COVID-19) crisis wreaked havoc across the globe, disrupting social life, destroying economies, overwhelming health care systems and limiting the enjoyment of human rights. In sub-Saharan Africa (SSA), the coronavirus pandemic exposed not just the shortfalls in social policy resilience, but weaknesses in the democratic commitment and governance systems. In order to contain the spread of the virus and ameliorate the economic and social consequences of the pandemic, many countries in SSA applied restrictions, frequently violating domestic constitutional guarantees for the enjoyment of human rights. This chapter discusses the impact of governments’ measures to combat coronavirus on social and economic rights in SSA. To illustrate this, while citing examples from across SSA, the chapter applies a human rights perspective to the Zambian government’s responses to the COVID-19 pandemic. The chapter takes a futuristic approach to propose how African countries could develop pandemic preparedness anchored in respect for human rights.
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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 | 0.000 | 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 | 0.004 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".