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Record W2954570506 · doi:10.1186/s13031-019-0215-z

Ethical, methodological, and contextual challenges in research in conflict settings: the case of Syrian refugee children in Lebanon

2019· article· en· W2954570506 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueConflict and Health · 2019
Typearticle
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsnot available
FundersInternational Labour OrganizationInternational Development Research CentreUNICEF
KeywordsRefugeeXenophobiaContext (archaeology)Shadow (psychology)BureaucracySociologyAgency (philosophy)PoliticsResearch ethicsPolitical scienceAutonomyPublic relationsCriminologySocial scienceLawPsychology

Abstract

fetched live from OpenAlex

Research within conflict settings challenges the ethical assumptions of traditional research practice. The tensions between theory and practice were evident in a study of working children among Syrian refugee communities in Lebanon. While the study sought to introduce scientific evidence that might support effective policy solutions, its implementation was marked by a struggle to navigate bureaucracy, vested political interests, climates of xenophobia and sectarianism, and an unfolding military conflict that cast a shadow on the research initiative. The study pushed the researcher to examine privileged understandings of research ethics and elucidated structural, institutional, and societal obstacles beleaguering efforts to support refugees. Many of the challenges of the research process were structural in nature, tethered to the institutional and societal contexts within which the research was conceived and conducted. Some of these entrenched dynamics may be inescapable within the parameters of institutional research, while others may be addressed through greater awareness and preparation. Specifically, researchers studying refugee communities within conflict settings must intentionally reflect on the dynamics that govern refugee politics in the research context. Particular attention must be paid to the elements of xenophobia, violence, and fear that impact participants' autonomy and agency within the study. Intentional engagement with these dynamics cannot insulate the research process from the coercive realities of the refugee experience, yet researchers do have the opportunity to transparently reaffirm their commitments to ethical practice.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.013
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.626
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0130.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.484
GPT teacher head0.537
Teacher spread0.052 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it