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Record W4400473727 · doi:10.5267/j.uscm.2024.5.034

The impact of total quality management on the relationship with suppliers and customers: the case of pharmaceutical Jordanian companies

2024· article· en· W4400473727 on OpenAlexvenueno aff
Maha Alkhaffaf, Ra’ed Masa’deh, Dmaithan Almajali

Bibliographic record

VenueUncertain Supply Chain Management · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicQuality and Supply Management
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessQuality (philosophy)Total quality managementMarketingOperations managementCustomer relationship managementIndustrial organizationEconomicsService (business)

Abstract

fetched live from OpenAlex

The study aimed to define the contribution of total quality management in relations with suppliers and customers in Jordanian pharmaceutical companies. The study population consisted of pharmaceutical companies in Jordan targeting individuals in supervisory positions in these companies. A total of 170 responses were received. The results of the study found that Jordanian pharmaceutical companies apply total quality management in terms of “commitment of senior management, employee empowerment, strategic planning for quality”, which had positive relationships with suppliers and customers. It indicates that total quality management and supply chain practices, especially the relationship with suppliers and customers, are among the basic concepts that work to improve supply chain performance. The study recommends devoting the necessary attention and care to empowering workers, and this is where the essential role-play for senior management is to create interest among employees in their work and jobs through training programs. However, developing methods of collective motivation, participating in setting goals, making decisions, and displaying the image of the work “Family” and forming problem-solving teams for the purpose of achieving empowerment is also important.

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 imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.003
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.046
GPT teacher head0.326
Teacher spread0.279 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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