MétaCan
Menu
Back to cohort
Record W7062021302

Small GAAP: a large jump for the IASB

2025· preprint· W7062021302 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueFigshare · 2025
Typepreprint
Language
FieldEngineering
TopicNuclear reactor physics and engineering
Canadian institutionsnot available
Fundersnot available
KeywordsIssuerAccountabilityCompliance (psychology)Differential (mechanical device)Diversity (politics)International Financial Reporting StandardsPublic sectorPublic interestBest practice
DOInot available

Abstract

fetched live from OpenAlex

In the last fifteen years, many national standard setters have introduced differential reporting for small and medium enterprises (SMEs). Internationally, SMEs are a diverse and dynamic group which are described under broad characteristics in different countries. SMEs are not issuers or public sector entities and therefore frequently the qualitative criteria of not being publicly accountable may define these entities. Acceptance and imposition of International Accounting Standards (IASs) has reignited the debate on differential reporting, especially since the International Accounting Standards Board (IASB) issued a discussion document in June 2004 on SME reporting. It is apparent the majority of national standard setters support an IASB-generated alternative reporting regime for SMEs, citing that IFRS developed specifically for listed entities are not relevant for SMEs. Benefits would include lower compliance costs for reporters who would face reduced disclosure due to simplified presentation. This would encourage continuing compliance to the IAS regime thus benefiting users when SMEs produce comparable financial information. It is the objective of this paper to provide a review of the diversity in jurisdictional approaches to resolve these issues. This includes a discussion of the two approaches: the ‘top-down’ or the ‘bottom-up’ approach, with examples of each. This research has been motivated by the absence in academic literature of sufficient studies examining the underlying issues fundamental to redefining the balance between the accountability and decision-usefulness functions of general purpose financial reporting. To achieve this objective, this paper considers relevant academic and practitioner literature before undertaking an analysis of the issues this literature raises. Unique SME factors, including close-knit agency relationships, and a tendency to aim for survival and stability over profit maximisation and growth suggest a distinctly different focus to the IASB conceptual framework is required. The prevalence of an unsubstantiated view that SMEs are ‘small entities on the way to becoming large entities’ overshadows the argument on whether and how SMEs should be offered relief from highly technical IAS. Some countries have regulation for SMEs already or are developing a Best Practice Guide for their SMEs. Exemptions may be based on a public accountability test (as in Canada), but Finland finds the Canadian example ‘too vague’ and New Zealand’s sector-neutral stance made the application of this definition too broad. The IASB may limit definition to broad qualitative and quantitative SME boundaries in its struggle to provide a useful suite of SME accounting standards to nation states. Managing different worldviews and the demands of both preparers and users who are unused to lobbying at a high level, will be challenging for the IASB. Although the IASB originally aimed for a single set of conceptually robust SME standards, they must revisit the specific stewardship focus of SME reporting to gain traction in this project. The SME debate appears as a crucible in which the resolution of such tensions may in time be resolved.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.316
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0460.001

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 head0.056
GPT teacher head0.240
Teacher spread0.184 · 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