A New Protection Orientation and Framework for Refugees and Other Forced Migrants
Bibliographic record
Abstract
The unprecedented current “refugee crisis,” with its 65 million plus uprooted people, demands a new protection orientation and framework for refugees and other forced migrants that are focused on the “root causes” of refugeehood, non-international protracted armed conflict or civil war. It is argued that four essential reforms are required to the international refugee protection system to respond to the “root causes” of refugees in the world today. The first calls for broadening the definition of who is a refugee to include “war refugees” as found in the 1984 Cartagena Declaration and the 1969 Organization of African Unity (OAU) Convention. The 1984 Cartagena Declaration is preferred because it has the most progressive and broadest legal definition of who is a refugee and, therefore, should be emulated by all regions and the UNHCR internationally. The second reform would be the adoption of the Cartagena Declaration decennial consultation process and its comprehensive Plan of Action by the UNHCR on a global basis. This process has proven to be a success in Latin America and ought to be adopted internationally to develop and to realize the progressive advancement of international protection for all persons who are fleeing persecution and armed conflict. The third major reform is to develop the capacity of the UN to be able to operate in the midst of an armed conflict situation in order to broker a ceasefire and, then, negotiate a peace agreement, particularly, in those situations where massed forced displacement has taken place or potentially could take place. The fourth reform calls for the UN to expand the Responsibility to Protect (R2P) doctrine to incorporate massed forced displacement, in addition to, war crimes, crimes against humanity, ethnic cleansing, and, genocide. This further implies that mass forced displacement ought to be criminalized and made a serious international crime, not simply in the international humanitarian law and international criminal law sense of forced deportation, transfers, and expulsions, by opposing military forces, but in situations of armed conflict when people flee of their own volition in order to save their lives. These four reforms do not require a reformulation or reconceptualization of the international refugee protection system but a reform of a number of key elements that would simultaneously address the “root causes” of refugees and, especially, mass forced displacement that is due principally to non-international protracted armed conflict or seemingly endless civil wars.
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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 | 0.037 | 0.013 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.005 | 0.002 |
| Science and technology studies | 0.012 | 0.046 |
| Scholarly communication | 0.026 | 0.022 |
| Open science | 0.005 | 0.020 |
| Research integrity | 0.018 | 0.022 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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".