Current Trends within Social and Environmental Accounting Research: A Literature Review
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Meta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.922
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.282 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
Abstract Given the recent rise in the evolution and maturity of social and environmental accounting (SEA) research and scholarship, we provide a literature review of the current trends within this area in a concise and harmonized manner for a wider audience in academia and practice. More specifically, we visit the current state of scholarly work, which can be useful in facilitating future research questions and further development of SEA research associated with relations between corporate social performance (CSP), corporate social disclosure (CSD), and corporate financial performance (CFP). Our goal is to offer insights to the current state of SEA research that is informative to both novice and expert SEA scholars, with the hope to promote and stimulate further advancement of research in this particular area. Drawing knowledge from relevant disciplines such as accounting, management, finance, and economics, this article visits the current trends within SEA research in terms of definition, research topics, theoretical viewpoints, methodological approaches, as well as suggestions for future research.
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.
The record
- Venue
- Accounting Perspectives
- Topic
- Corporate Social Responsibility Reporting
- Field
- Business, Management and Accounting
- Canadian institutions
- York University
- Funders
- National Research Foundation of KoreaMinistry of Education
- Keywords
- ViewpointsScholarshipMaturity (psychological)Accounting researchWork (physics)State (computer science)AccountingEnvironmental accountingPolitical scienceSociologyEngineering ethicsPublic relationsBusinessComputer scienceEngineering
- Has abstract in OpenAlex
- yes