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Record W4206390723 · doi:10.17223/19988648/54/11

BUSINESS ENGINEERING IN CANADA AS A TOOL FOR ADAPTATION TO THE NEW REALITY UNDER THE CONDITIONS OF COVID-19

2021· article· en· W4206390723 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueVestnik Tomskogo gosudarstvennogo universiteta Ekonomika · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicRegional Economic Development and Innovation
Canadian institutionsnot available
Fundersnot available
KeywordsCompetitor analysisAdaptation (eye)Openness to experienceContext (archaeology)The InternetCoronavirus disease 2019 (COVID-19)Computer scienceKnowledge managementBusinessData scienceMarketingManagement scienceEngineeringWorld Wide WebPsychology

Abstract

fetched live from OpenAlex

The aim of the work is to analyze the current mechanisms of adaptation of innovative processes in Canadian corporations in the context of COVID-19 by demonstrating technologies and approaches that can be applied to solve modern problems. The authors analyzed the statistical material, evaluated the changes in modern information technologies used to attract potential consumers. Methods of observation, analysis, generalization and interpretation of the results were used in the study. The analysis has shown that the Internet remains the most dynamically growing segment of the market for promoting products and services. It has been revealed that innovations can become the link in the company that will help it survive the crisis and open up opportunities for stating, analyzing and testing new processes. The results of the study strongly prove that the use of new technologies and openness to innovation can be a decisive factor for outperforming competitors in the future.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.667
Threshold uncertainty score0.684

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.027
GPT teacher head0.215
Teacher spread0.189 · 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