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.
Bibliographic record
Abstract
As e-government becomes increasingly pervasive in modern public administrative management, its influence on organizations and individuals has become hard to ignore. It is therefore timely and relevant to examine e-governance—the fundamental mission of e-government. By adopting a stakeholder perspective and coming from the strategic orientation of control and collaboration management philosophy, this study approaches the topic of e-governance in e-government from the three critical aspects of stakeholder management: (1) identification of stakeholders, (2) recognition of differing interests among stakeholders, and (3) how an organization caters to and furthers these interests. Findings from the case study allow us to identify four important groups of stakeholders known as the Engineers, Dissidents, Seasoners, and Skeptics who possess vastly different characteristics and varying levels of acceptance of and commitment towards the e-filing paradigm. Accordingly, four corresponding management strategies with varying degrees of collaboration and control mechanisms are devised in the bid to align these stakeholder interests such that their participation in e-government can be leveraged by public organizations to achieve competitive advantage.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
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