Explaining the demise of the intellectual capital statement in Denmark
Bibliographic record
Abstract
Purpose The purpose of this paper is to provide an overview of the Danish Guideline Project (DGP) and its subsequent fate within participating companies since its conclusion in late 2002. Particular focus is placed on the traction that the intellectual capital statement (ICS) approach to reporting, as the principal outcome of the project, was able to acquire in practice. Design/methodology/approach Following the reconstruction of the original sample of 102 companies that originally participated in the project, a survey using semi-structured interviews was pursued among 64 individuals who were identified as having some involvement with the guideline project and/or producing ICSs in these companies. In addition to the interviews, a range of secondary information has been used to supplement the primary data and research protocol. Findings The project was found to have enjoyed only modest success and thereby failed to achieve any substantial traction among the participating companies and related public stakeholders. On balance, however, respondents believed that the exercise had been a positive experience, with benefits for the internal management of the companies, as well as for human capital (employees). The obstacles that radical initiatives such as the ICS continue to face should not be underestimated. Research limitations/implications A single study of a specific initiative necessarily entails many limitations. It is conceivable that the views of some of the participants in the guideline project who are absent from the present sample may provide details of a different experience, although it is unlikely that these would seriously challenge the findings reported here. Originality/value This study is the first to explore the fate of the critically acclaimed ICS approach among companies participating in the DGP.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.029 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.016 |
| Scholarly communication | 0.015 | 0.005 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".