Управління ризиками сучасного підприємства: категоріально-понятійний аспект
Bibliographic record
Abstract
Definition of risk management by theorists and practitioners of risk management is systematized based on the research work of scientists, government instructions, data, Internet sites of Insurance and Risk Management Society of US and Canada, Swiss Re International Insurance Group, The Committee of Sponsoring Organizations of the Treadway Commission – COSO, Directive 2009/138/EC Solvency II, documents of the Basel Committee on banking supervision Basel.Results of the study indicate that both practitioners and theorists of risk management suppose consistent identification of risks, their evaluation, selection and use of methods of risk management according to priority threats as its mandatory elements or stages. A key feature of the integrated enterprise risk management is the responsibility of management at all levels of decision-making with the defining of risk appetite. Management system is viewed based on functional and system approaches within the subject-object interaction.Scientific approaches mostly concentrated on managing potential threats. The purpose of the integrated risk management as well as theorists and practitioners consider bankruptcy prevention and increasing the value of enterprise. Risk management practitioners distinguish strategic and integrated risk management. This integrated risk management is a structured process of risk management portfolio with the embodiment necessary components such as: organizational support, information-analytical systems, stress testing and methodological support. The key characteristic of strategic risk management is that it is the responsibility of the directors of the capacity to implement the plans and strategy of the enterprise.
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 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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.012 | 0.005 |
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".