MétaCan
Menu
Back to cohort
Record W3012778847 · doi:10.1080/01459740.2020.1739036

Global HIV Interventions and Technocratic Racism in a West Papuan NGO

2020· article· en· W3012778847 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

VenueMedical Anthropology · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsnot available
FundersCanadian Institutes of Health ResearchCanadian International Development Agency
KeywordsTechnocracyIndigenousParticipant observationGender studiesContext (archaeology)SociologyRacismColonialismEthnic groupRacializationRhetoricPolitical scienceSocial scienceAnthropologyGeographyPoliticsLaw

Abstract

fetched live from OpenAlex

In the era of scale up, global donor-driven HIV activities are transforming NGO work by demanding administrative, technical, and data-oriented activities. Drawing on interviews and participant observation in an NGO in the West Papuan city of Manokwari between 2011 and 2014, I attempt to understand why Indigenous Papuan NGO employees were steadily replaced by non-Indigenous migrant settlers, mainly of Javanese heritage, to deliver HIV services. I show that new rivalries, technical roles, performance targets and efficiency rhetoric intersected with existing racialization to produce a preference for Javanese employees, who were assumed to be more compliant and professional than their Papuan counterparts and to operate more easily within the technocratic regime imposed by donor expectations. I use the term technocratic racism to describe the way that global HIV rationalities intersect with ethnic stereotypes and gendered racial ideas to make possible certain HIV workers and not others. I contribute to anthropological literature on the delivery of HIV services by showing how a technocratic approach to HIV/AIDS intervention intersects with a settler-colonial context to gradually exclude Indigenous employees. Approaches that allow for relational, independent and flexible services would assist to decolonize HIV responses in West Papua.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.687
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.003
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0060.000

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 head0.027
GPT teacher head0.379
Teacher spread0.352 · 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