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Record W2101433408 · doi:10.17169/fqs-13.1.1711

The Production and Dissemination of Knowledge: A Scoping Review of Arts-Based Health Research

2011· review· en· W2101433408 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

VenueForum: Qualitative Social Research (Freie Universität Berlin) · 2011
Typereview
Languageen
FieldSocial Sciences
TopicParticipatory Visual Research Methods
Canadian institutionsWestern UniversityHospital for Sick ChildrenUniversity of Toronto
Fundersnot available
KeywordsThe artsScope (computer science)Qualitative researchWitnessSet (abstract data type)SociologyPsychologyData scienceEngineering ethicsComputer scienceSocial sciencePolitical scienceEngineering

Abstract

fetched live from OpenAlex

The use of arts-based research is shifting our understanding of what counts as evidence and highlights the complexity and multidimensionality involved in creating new knowledge. A scoping review of arts-based health research was undertaken to identify the breadth of peer-reviewed literature, summarize findings and identify gaps. A literature database search identified 71 original studies meeting our criteria for review. Studies were characterized by diverse art genres, designs, and substantive health topics. The arts in qualitative research were considered an opportunity for enhanced engagement of participants and audiences alike, a way to enrich communication and make research accessible beyond academia, and a method for generating data beyond the scope of most interview-based methods. Three central gaps were identified: the need for critical dialogue regarding the impact of arts-based health research, the need to focus on how the quality of such projects is judged, and the need to address the ethical challenges of engaging in this work. We suggest that the broadening of qualitative methodologies to include arts-based approaches offers more than simply adjuncts to typical data collection and dissemination approaches, and instead, presents different ways of knowing. We believe that this may be a significant moment in the field in which to question whether or not we are witness to a paradigmatic shift in the ways we approach inquiry into the social world and/or the emergence of an innovative set of techniques that researchers can draw upon to enhance traditional methods of conducting qualitative inquiry. URN: http://nbn-resolving.de/urn:nbn:de:0114-fqs1201327

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)0.150
metaresearch head score (Gemma)0.123
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies
Consensus categoriesMetaresearch, Science and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.568
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1500.123
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.005
Science and technology studies0.0050.010
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.002
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 head0.918
GPT teacher head0.795
Teacher spread0.123 · 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