Bibliographic record
Abstract
ABSTRACT The transnational agrarian movements (TAMs) which have emerged in recent decades have been actively engaged in the politics and policies of international (rural) development. Intergovernmental and non‐governmental development agencies have welcomed and supported TAMs in the context of promoting international ‘partnerships for development’. The analysis in this article revolves around the politics of TAM representation, intermediation and mobilization around the issue of land. It focuses on La Vía Campesina in relation to three other coalitions: the International Federation of Agricultural Producers, IPC for Food Sovereignty and International Land Coalition. It is argued here that ‘people linked to the land’ are socially differentiated and thus have varied experiences of neoliberal globalization. Their social movements and organizations are just as differentiated, ideologically, politically and institutionally. This differentiation is internalized within and between TAMs, and partly shapes TAMs’ political agendas and strategies in their interaction with international development institutions.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.013 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.000 | 0.007 |
| 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".