MétaCan
Menu
Back to cohort
Record W4413413439 · doi:10.1111/1911-3838.12415

Sharing Accounting Research on Equity, Diversity, Indigeneity, Inclusion, and Belonging (<scp>EDIIB</scp>): Using Infographics to Communicate Highlights and Foster Engagement<sup>*</sup>

2025· article· en· W4413413439 on OpenAlexaffvenue
Merridee Bujaki, Anamika Jayendran

Bibliographic record

VenueAccounting Perspectives · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicMicrofinance and Financial Inclusion
Canadian institutionsCarleton University
Fundersnot available
KeywordsInfographicInclusion (mineral)Equity (law)Diversity (politics)SociologyPolitical scienceComputer scienceSocial scienceAnthropology

Abstract

fetched live from OpenAlex

ABSTRACT This note introduces a set of one‐page research‐informed infographics addressing eight distinct topics on equity, diversity, Indigeneity, inclusion, and belonging (EDIIB) in accounting. The infographics serve to build community and capacity in EDIIB in the profession. This note positions EDIIB within the set of competencies needed in accounting professionals; introduces our motivations in preparing the infographics; describes briefly how the infographics may be used in accounting education, practice, and research; identifies common themes across the infographics; proposes broad areas for future research; and encourages readers to engage with the EDIIB topics addressed in the infographics and to reflect on their role in fostering inclusion within the accounting profession.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Open science
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0070.000
Scholarly communication0.0010.001
Open science0.0010.039
Research integrity0.0000.001
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 head0.109
GPT teacher head0.352
Teacher spread0.242 · 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 designObservational
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 routes2
Has abstractyes

Explore more

Same venueAccounting PerspectivesSame topicMicrofinance and Financial InclusionFrench-language works237,207