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Expert Advocacy for the Marginalised: How and Why Democratic Mediation Matters to Deepening Democracy in the Global South

2011· article· en· W2127457862 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueIDS Working Papers · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Media and Politics
Canadian institutionsCentre for Global Health Research
Fundersnot available
KeywordsMediationDemocracyTransformative mediationContext (archaeology)LegitimacyPower (physics)SociologyPolitical sciencePublic relationsPoliticsIdeologyLawAlternative dispute resolution

Abstract

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Summary The paper argues that the practice of democratic mediation is an increasingly common, yet under‐researched, component of engagements between citizens and public authorities across the globe. While the actors who mediate (and their tactics) are diverse and are not necessarily of the marginalised group, they share a commitment to overcoming representational, knowledge or ideological deficits in decision‐making for the marginalised group. While the ‘speaking for’ nature of democratic mediation clearly opens up critical legitimacy problems, the practice of democratic mediation appears to be remarkably common, and even effective. The paper demonstrates this by surveying at least three kinds of democratic mediation observed across a large number of cases. First is ‘mediation as professional advocacy’. The mediator in these cases is more an ‘interested intermediary’ in contentious policy politics. In a context of skewed power‐relations where certain groups remain systematically marginalised, not least through knowledge and representational deficits, a degree of advocacy is required to get more egalitarian policy dialogue. Second is ‘mediation as representational entrepreneurship’. This refers to engagements between citizens and forms of public authority that stretch from the local to the global level. In more ‘global‐local’ mobilisations, mediators are often experts, professionals, and international NGOs. In more ‘local – global’ movements, the mediators are ‘hybrid activists’ deeply rooted in the local identities and associations. However, in either case the actor is distinguished by the taking of initiative to include the voices of the marginalised in a domain of power‐relations which is multi‐level. Lastly, ‘mediation as citizenship development’ refers to forms of activism typically associated with community and capacity development, and usually involves limited advocacy by civil society organisations (CSOs). Hence there may be little by way of explicit mediation in local governance decision‐making in these cases, although the empowerment of communities has a demonstrable and mostly positive impact on local governance.

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)0.001
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 score0.274
Threshold uncertainty score0.614

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.051
GPT teacher head0.307
Teacher spread0.256 · 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