Bibliographic record
Abstract
The article reveals the theoretical and methodological foundations of the study of innovative public administration instruments in the context of the transformation of the modern model of governance. The author emphasizes the need to rethink the instrumental support of public policy in the context of digitalization, the growing complexity of social demands, decentralization, and service reorientation of government. The author analyzes modern approaches to the classification of tools by the type of managerial interaction (vertical and horizontal), functional purpose (analytical, communication, managerial, and organizational), and level of technological development (traditional, digital, innovative tools). Particular attention is paid to the tools of e-democracy, crowdsourcing, and public monitoring, which open new opportunities for citizen participation in policymaking. The international experience of applying innovative management practices in the Nordic countries, Estonia, and Canada is summarized, and the prospects for their application in Ukraine are analyzed. It is found that the effective adaptation of innovative tools to Ukrainian conditions requires compliance with the principles of localization, institutional sustainability, participatory approach, human resource development, and ethical integrity. The article substantiates the need to create an institutional environment in which innovations in governance are viewed as a tool for strengthening the capacity of communities, improving the quality of public services, and building trust in the government. An innovative approach to public administration forms the basis for the transition to flexible, client-oriented, and socially responsible governance models. Expanding the toolkit of management actions facilitates the integration of digital technologies into the daily activities of public authorities, which increases the transparency and effectiveness of policies. The conceptualization of innovative tools proposed in the article opens new research areas in managerial transformations and digital governance. Keywords: public administration, innovative tools, e-governance, smart tools, digital transformation, participatory governance, institutional adaptation, e-democracy, participatory tools, management technologies.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".