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Record W6911474473 · doi:10.5281/zenodo.10336037

The economic security of investment projects

2023· article· en· W6911474473 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2023
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicImpulse Buying and Technology Impacts
Canadian institutionsConestoga Meat Packers (Canada)
Fundersnot available
KeywordsEconomic securityInvestment (military)Interpretation (philosophy)Scale (ratio)Open-ended investment companyState (computer science)National security

Abstract

fetched live from OpenAlex

The article analyzes modern approaches to the concept of "economic security of investment projects". It is concluded that they are based primarily on risk management methodology. This approach is legitimate. However, the existing realities of investment processes give reason to believe that this approach is not always sufficient. The authors of the article offer to broader interpretate the economic security of investment projects. The author's approach is based on a modern interpretation of economic security at the state level, at the regional level, and at the level of an individual enterprise. The author's interpretation corresponds to the principles of an integrated approach, systematicity, and cause-and-effect relationships. Based on the analysis of the functional connections of the investment projects' economic security, the authors conclude that security is a complex concept. This presupposes that structure of investment projects' economic security includes interconnected functional components. According to the authors, investment projects differ significantly in type, volume, scale and significance, in the composition of investors, in goals and objectives. In this regard, the role and significance of each individual structural component of the investment projects' economic security will vary significantly. The authors establish that importance of individual functional components of economic security depend on content and stages of the life cycle of investment projects.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.699
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.015

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.

Opus teacher head0.060
GPT teacher head0.239
Teacher spread0.179 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it