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Record W4400983543 · doi:10.61707/mxjj7q18

Sustainable Supply Chain Performance Model of Thai’s Pharmaceutical Business

2024· article· en· W4400983543 on OpenAlex
Chayanan Kerdpitak, Napassorn Kerdpitak, Kai Heuer, Lee Li

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

VenueInternational Journal of Religion · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicQuality and Supply Management
Canadian institutionsYork University
Fundersnot available
KeywordsSupply chainBusinessBusiness modelProcess managementIndustrial organizationMarketing

Abstract

fetched live from OpenAlex

With the growing environmental awareness, the role of green initiatives and organizational determinants becomes very important for all sectors. It becomes very crucial for organizations to minimize their contribution to environmental degradation process. The foremost objective of the given study is to determine the impact of green motivation and top management support on sustainable supply chain performance with the help of work culture, green innovation and teamwork as mediating variables. In the following study, the survey questionnaire technique is used to collect the data. Almost all pharmaceutical employees respond to the survey questionnaires. Five-point Likert measure scales are used under the questionnaire technique and the final sample size was 438. Additionally, under the analysis, the significant SEM technique is used which has demonstrated that all hypothesis is accepted. The tables and figures indicated that green practices and top management support regarding innovation practices help in enhancing the performance of the companies. Similarly, the results provide that positive work culture, green innovation, and teamwork all have a positive mediating role in enhancing the relationship of top management support, green motivation with supply chain performance. Finally, it is examined that the given study is important and beneficial for the pharmaceutical sector and its related firms.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.800
Threshold uncertainty score0.375

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.002
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 head0.022
GPT teacher head0.286
Teacher spread0.264 · 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