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Record W3171410757 · doi:10.1177/14687941211010029

Imagining research together and working across divides: Arts-informed research about young people’s (post) digital lives

2021· article· en· W3171410757 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueQualitative Research · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicParticipatory Visual Research Methods
Canadian institutionsBrock University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsParticipatory action researchSociologyCitizen journalismPublic relationsVisual researchThe artsFocus groupConceptual frameworkPhoto elicitationRealization (probability)Participatory designVisual artsSocial sciencePolitical scienceEngineering

Abstract

fetched live from OpenAlex

Research that ‘grows apart’ from its original design and proposal is not uncommon, especially when involving participatory and creative methods. However, the disconnect between research intentions and research realization is seldom probed for the insights offered; this paper addresses this gap. Taking up the conceptual lens of research imaginaries, this paper dives into the tensions and discoveries experienced in between the design and the practice of a multi-site participatory research project. The study involved two groups of young people, in two cities in two countries, with a focus on digital lives. In a commitment to collaboration with artists, senior researchers, research assistants, and young people in community spaces, a complex project emerged. This paper describes the tensions and possibilities of an emergent methodology and in doing so argues for increased attention to the movement of research designs; rather than the adherence to them.

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)0.193
metaresearch head score (Gemma)0.217
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch, Science and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.171
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1930.217
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.008
Science and technology studies0.0080.012
Scholarly communication0.0050.002
Open science0.0020.003
Research integrity0.0000.005
Insufficient payload (model declined to judge)0.0010.001

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 head0.878
GPT teacher head0.786
Teacher spread0.091 · 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