Life in the Fringes: Economic and Sociocultural Practices in the Zambia–Malawi–Mozambique Borderlands in Comparative Perspective
Bibliographic record
Abstract
This paper examines the cross-border sociocultural and economic activities of the inhabitants of the contiguous border areas of Zambia, Malawi, and Mozambique (ZMM), in order to compare perceptions towards each of these practices by various actors including informal cross-border traders (ICBTs), ordinary inhabitants of the borderland communities of these countries, non-governmental organizations (NGOs), and state and local authorities, among others. The specific sociocultural practices in question include the accessing of social services, fulfillment of sociocultural needs/obligations, and the economic activities, informal cross-border trade. Legislations, policy reports and scientific publications are thoroughly reviewed and interviews with key policymakers, ICBTs, and locals are conducted. Qualitative and quantitative analysis of data collected from the interviews is also performed. Various actors generally regard accessing social services (such as education and health) across borders by nationals of neighboring countries as normal and “acceptable” practices while some forms of informal cross-border trade are regarded “unacceptable.” However, both sociocultural and economic actors engage in cross-border activities out of necessity, convenience, for survival, and as practices which they, being inhabitants of the borderlands, have traditionally followed. Representatives of state and local governments in the adjacent provinces of the contiguous borderlands should form transboundary coordinating committees through which to establish sustainable and effective burden-sharing and service provision systems, to meet the socioeconomic needs of borderland inhabitants.
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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 | 0.005 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".