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Record W4392424068 · doi:10.6000/1929-4409.2020.09.352

Formation of the Economic Potential of the Enterprise (Service Enterprises – Repair and Maintenance of Vehicles) Evidence from Bosch Company

2021· article· en· W4392424068 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.

venuePublished in a venue whose home country is Canada.
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

VenueInternational Journal of Criminology and Sociology · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic and Business Development Strategies
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessService (business)Industrial organizationOperations managementMarketingEngineering

Abstract

fetched live from OpenAlex

The study discusses the formation of the economic potential of an enterprise (Bosch company), as exemplified by service enterprises involved in the repair and maintenance of vehicles. The relevance of research in this area is determined by the large number of operating Bosch service companies engaged in servicing vehicles and the breadth of their services, which largely determines the firm's policy and forms its economic potential. The identification of criteria for assessing the formation of the economic potential of the enterprise, it is important to determine the economic patterns of development of enterprises operating in automobile service, contributes to a better understanding of the patterns that affect the development of enterprises in the automotive sector at large. Furthermore, the economic potential of the enterprise is formed as a joint result of its economic and business activities, and the presence of an extensive network of Bosch service enterprises significantly expands the possibilities for conducting such activities. Thus, there is a direct correlation between the number of Bosch automobile service enterprises, the services rendered by them in repair and maintenance of motor vehicles, the quality of work of such service enterprises and the formation of the economic potential of Bosch at large. The results of this study can be of significant practical importance for functioning and newly created enterprises in automobile transport service maintenance, in the aspect of identifying and stating fundamental principles that influence the formation of their economic potential and improve the quality of their work in general.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.049
Threshold uncertainty score0.216

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.052
GPT teacher head0.255
Teacher spread0.203 · 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