The International Organization for Migration as a Counterweight to States?
Bibliographic record
Abstract
Abstract The International Organization for Migration (IOM) is commonly described as a functional intergovernmental organization (IGO) that performs tasks on behalf of Member States. However, recent changes within IOM suggest its transformation into a hybrid IGO that promotes widely shared norms and social goals. One facet of this transformation aims to constitute IOM as a counterweight to the Member States. Leveraging pressures to adapt to the 2030 Agenda for Sustainable Development and the Global Compact for Migration, IOM sought to increase its authority and autonomy by drafting the Strategic Vision. This article conducts a critical discourse analysis of the Strategic Vision to emphasize how it proclaimed the normative role of IOM; centralized its structure, funding, and organizational routines; and changed the expression of its expert and moral authority. The article demonstrates that functional IGO s do not refer to norms and social goals solely to secure legitimacy.
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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 | 0.008 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.018 |
| Scholarly communication | 0.013 | 0.009 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".