MétaCan
Menu
Back to cohort
Record W4403243008 · doi:10.21467/proceedings.168.9

‘Artistic Memoing’ as a technique in Constructivist Grounded Theory

2024· article· en· W4403243008 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueAIJR Proceedings · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Applications
Canadian institutionsYork University
Fundersnot available
KeywordsConstructivist grounded theoryGrounded theoryComputer scienceConstructivist teaching methodsEpistemologyConstructivism (international relations)PsychologyMathematics educationSociologyPhilosophyQualitative researchSocial sciencePolitical scienceTeaching method

Abstract

fetched live from OpenAlex

The late Constructivist Grounded Theorist Kathy Charmaz’s “memo-writing” technique involves writing about how categories are connected to the data. Likewise, artistic memoing is a visual, or multimodal artistic response about how categories are connected to the data. Artistic memoing can capture naturalistic observations about data that are hard to put into words and can provide clarity about how to describe data in a written form by visualizing it first. An artistic memo is not about a researcher—it is about the data that a researcher collects. Given this, there are ethical considerations involved in artistic memoing in studies that involve human participants specifically, so that the artistic memo does not result in an objective representation of a participant. During semi-structured interviews in my doctoral research study, “‘What makes a great story?’: Multidisciplinary and International Perspectives on Digital Stories Created by Youth Formerly in Foster Care in Canada,” I noticed that participants often responded in similar ways to certain digital stories or themes within them. At times, I felt compelled to respond to what they said in an artistic, or visual way, rather than a written way. In this paper, I present a working definition of “artistic memoing,” which I describe in past research. Drawing upon Charmaz’s discussion of “memo-writing,” in this paper, I place artistic memoing as a reflexive technique within Constructivist Grounded Theory analysis.

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)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.918
Threshold uncertainty score0.308

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.049
GPT teacher head0.492
Teacher spread0.443 · 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