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Record W2082411907 · doi:10.2989/16085900409490315

Malawi faith communities responding to HIV/AIDS: preliminary findings of a knowledge translation and Participatory-Action Research (PAR) project

2004· article· en· W2082411907 on OpenAlexafffund
Dennis Willms, Maria‐Inés Arratia, Patrick Makondesa

Bibliographic record

VenueAfrican Journal of AIDS Research · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicReligion, Society, and Development
Canadian institutionsMcMaster University
FundersCanadian Institutes of Health ResearchOntario HIV Treatment Network
KeywordsSociologyParticipatory action researchFaithPublic relationsCondomGender studiesPolitical scienceMedicineHuman immunodeficiency virus (HIV)

Abstract

fetched live from OpenAlex

This paper reports on the preliminary findings (year one) of a four-year intervention and Participatory-Action Research (PAR) project in Malawi. Project goals are to enhance the response capacity and effectiveness of Faith Community (FC) leaders to the problem of HIV/AIDS. Ethnographic interviews with FC leaders were conducted. Intercultural training sessions and theological events were also held using a participatory method called conceptual events. Preliminary results indicate a commitment on the part of faith community leaders to enter into a dialogue with other sectors and faith traditions in addressing the common, critical concern of HIV/AIDS. All FC leaders share a common feeling that they are a small moral voice in this fight against HIV/AIDS, drowned out by a 'big voice' promoting condom use by donors and government. FC leaders are expected to present themselves as having an authoritative voice with respect to protecting the soul, but at the same time are sincerely searching for ways to speak about HIV/AIDS in more practical ways. Condoms become a metaphor for resistance. For example, FC leaders wish to know how the message of condom promotion (a behavioural and technical argument) might be grafted onto what they would posit as a moral message of care, prevention and support. This challenge is made even more complex by the quiet assumption to incorporate the truths of African traditional religion (ATR) in the construction of an ecumenical theology of faith, hope and compassion.

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.

How this classification was reachedexpand

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)0.020
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.936

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.379
GPT teacher head0.488
Teacher spread0.109 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations14
Published2004
Admission routes2
Has abstractyes

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