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Record W3196307643 · doi:10.5267/j.uscm.2021.8.001

The role of supply chain and product development in sustainable performance, goodwill and firm popularity

2021· article· en· W3196307643 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

VenueUncertain Supply Chain Management · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Optimization Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsGoodwillPopularityBusinessSupply chainProduct (mathematics)Industrial organizationSustainable developmentNew product developmentMarketingAccounting

Abstract

fetched live from OpenAlex

The objective of the current study was to examine the role of supply chain and product development in sustainable performance, goodwill and firm popularity. Furthermore, the mediating role of product development was also examined. Population of the study was rubber manufacturing companies of Indonesia. In this regard, data were collected from the employees of rubber making companies of Indonesia. 500 questionnaires were used for data collection among the rubber making companies. Data was analyzed through statistical software. Results of the analysis revealed that the supply chain has a major contribution to sustainable performance, goodwill and firm popularity. Increase in the supply chain of rubber manufacturing companies, increases the sustainable performance, goodwill and firm popularity. Moreover, product development also has important contributions to the sustainable performance, goodwill and firm popularity. Supply chain has a positive effect on product development and product development has a positive effect on sustainable performance, goodwill and firm popularity.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.872
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 science0.0000.001
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 head0.007
GPT teacher head0.201
Teacher spread0.194 · 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