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Record W7074581022

Time for ‘resilience’: community mediators working with marginalised young people offer a novel approach

2018· article· en· W7074581022 on OpenAlexfundno aff

Bibliographic record

VenueWhite Rose Research Online (University of Leeds, The University of Sheffield, University of York) · 2018
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsnot available
FundersUniversity of TorontoUniversity of OxfordStrongUniversity of Minnesota
KeywordsTemporalitiesPsychological resilienceHegemonyQualitative researchMediationRationalityResilience (materials science)TemporalityReflexivity
DOInot available

Abstract

fetched live from OpenAlex

Purpose: Since the 2008 financial crisis, state retrenchment has added to the harshness of life for marginalised groups globally. This UK study suggests community activism may promote human capacity and resilience in innovative ways. The purpose of this paper is to address the relationship between non-normative understandings of time and resilience.\n\n\n\nDesign/methodology/approach: This research paper is based on qualitative study of the work of a third sector organisation based in an urban area in the UK which provides training in mediation skills for community mediators (CMs). These CMs (often former “gang members”) work with young people in order to prevent conflict within and between groups of white British, South Asian and Roma heritage.\n\n\n\nFindings: CMs are reflexively developing temporalities which replace hegemonic linear time with a situationally “open time” praxis. The time “anomalies” which characterise the CMs’ engagement appear related to aesthetic rationality, a form of rationality which opens up new ways of thinking about resilience. Whether CMs’ understandings and enactments of resilience can point to broader changes of approach in the delivery of social care is considered.\n\n\n\nPractical implications: This paper contributes to critical understandings of resilience that challenge traditional service delivery by pointing to an alternative approach that focusses on processes and relationships over pre-defined outcomes.\n\n\n\nSocial implications: Hegemonic understandings of time (as a linear process) can delegitimise potentially valuable understandings of resilience developed by members of marginalised communities.\n\n\n\nOriginality/value: This paper is original in developing a critical analysis of the relationship between resilience and time.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.021
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0210.024
Scholarly communication0.0120.015
Open science0.0030.023
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0110.001

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 head0.081
GPT teacher head0.226
Teacher spread0.146 · 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 source (direct Gemma or distilled Codex), 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".

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Citations0
Published2018
Admission routes1
Has abstractyes

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