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Record W4280559429 · doi:10.1080/07359683.2022.2073802

Improving pharmacy performance through market orientation and the implementation of expanded pharmacy services

2022· article· en· W4280559429 on OpenAlexaffabout
Grant Alexander Wilson, Jason Perepelkin, David Di Zhang

Bibliographic record

VenueHealth Marketing Quarterly · 2022
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicIntellectual Capital and Performance Analysis
Canadian institutionsUniversity of SaskatchewanUniversity of Regina
Fundersnot available
KeywordsPharmacyMarket orientationBusinessProfessional servicesMarketingDual (grammatical number)Pharmacy practicePublic relationsMedicineNursingPolitical science

Abstract

fetched live from OpenAlex

This study seeks to extend the limited knowledge of market orientation's effects in retail pharmacy. Specifically, this study explores market orientation's role in the implementation of expanded pharmacy services and resulting performance implications among Canadian retail pharmacies. The results of the structural equation model showed that market orientation directly influenced the implementation of expanded pharmacy services and professional performance. The implementation of expanded pharmacy services was linked to professional performance and ultimately furthered financial performance. This study highlights the importance of how a market-oriented strategy and a pharmacy's decision to implement expanded pharmacy services can increase the dual objectives of the retail pharmacy.

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 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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.809
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.015
GPT teacher head0.290
Teacher spread0.275 · 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 teacher head, not a consensus.

Study designOther design
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

Citations2
Published2022
Admission routes2
Has abstractyes

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