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Record W4407037588 · doi:10.5130/ijcre.v18i1.9204

Reflections on multimodality: Making the most of Kairotic moments

2025· article· en· W4407037588 on OpenAlexaff
M. Rebecca Genoe, Darla Fortune, Colleen Whyte

Bibliographic record

VenueGateways International Journal of Community Research and Engagement · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInnovative Education and Learning Practices
Canadian institutionsBrock UniversityConcordia UniversityUniversity of Regina
Fundersnot available
KeywordsMultimodalityTemporalitySet (abstract data type)Action (physics)PsychologySociologyProcess (computing)Nature versus nurtureEmbodied cognitionExtant taxonGestureDementiaEpistemologyAestheticsCognitive scienceComputer scienceWorld Wide Web

Abstract

fetched live from OpenAlex

It is generally accepted in extant literature that friends drift away after a person receives a diagnosis of dementia. In turn, we set out to explore friendships that continued to flourish following a diagnosis by interviewing people living with dementia, their friends, and family members. Along the way, we shaped and adopted a multimodal approach, incorporating artistically rendered, fictionalised vignettes based on our participants’ stories, thus incorporating visual and auditory components that encourage people living with dementia and their friends to reflect on how best to continue to nurture their relationships. In this article, we describe our process of adopting multimodality through an intertwined set of five kairotic moments, whereby we pushed ourselves out of our comfort zones to move beyond the format of the conventional peer-reviewed journal article, recognising the need to write differently to reach a broader audience. In another moment, we moved past an academic emphasis on writing to adopt multimodality. Subsequently, we connected with artists and knowledge mobilisation specialists to bring our collective vision to life. Finally, we aimed to make our study findings more accessible by sharing them through our website and engaging with various types of media. We conclude by offering a methodology for multimodality that includes relationality, axiology, passivity and action and temporality in embracing opportunities to write differently.

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)0.015
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.617
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0150.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.524
GPT teacher head0.626
Teacher spread0.102 · 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.

Study designTheoretical or conceptual
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

Citations0
Published2025
Admission routes1
Has abstractyes

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