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Record W4386056866 · doi:10.1016/j.rcsop.2023.100319

Exploring the landscape of aesthetic pharmacy practice

2023· article· en· W4386056866 on OpenAlexafffundabout
Kamal Alhallak

Bibliographic record

VenueExploratory Research in Clinical and Social Pharmacy · 2023
Typearticle
Languageen
FieldPsychology
TopicBody Image and Dysmorphia Studies
Canadian institutionsAlberta Conservation Association
FundersAlberta College of Pharmacy
KeywordsCLARITYPharmacyDemographicsSpecialtyPharmacy practicePerceptionMedicineNursingFamily medicinePsychologySociologyDemography

Abstract

fetched live from OpenAlex

Background: As pharmacy practice evolves, an increasing number of pharmacists are diversifying into non-traditional roles such as aesthetic procedures. Despite this shift, comprehensive research exploring demographic patterns, motivations, practice settings, and perceived support and barriers among pharmacists in this specialty, particularly in Alberta, Canada, remains scant. Objectives: This study aimed to explore the demographics, experience, practice settings, types of aesthetic services offered, and perceptions of support from the Alberta College of Pharmacy (ACP) among Alberta pharmacists. It also sought to understand the relationship between pharmacists' years of practice and the complexity of the aesthetic services they provide and to assess the impact of contacting the ACP on their perceptions of clarity in the aesthetic injection regulatory framework. Methods: An online survey was disseminated to registered pharmacists in Alberta, gathering data on demographics, experience, practice settings, aesthetic services offered, and perceived barriers and support. Statistical analysis was used to identify significant trends and associations, employing Chi-square, Kendall's tau-c, and Gamma tests. Results: The results showed a significant association between younger age and involvement in aesthetic practice, with a substantial presence in hospital settings. Part-time pharmacists showed stronger involvement, and those with less than five years of experience were more likely to practice aesthetic injections. No statistically significant relationship was found between the years of practice and the complexity of aesthetic services. Clear dissatisfaction was evident regarding the support and communication from the ACP, with contact with the ACP not necessarily resulting in clarity regarding aesthetic practice regulations. Conclusion: The findings suggest that aesthetic practices are becoming a significant part of pharmacy practice, particularly among younger, part-time pharmacists associated with hospital settings. However, this shift calls for improved support, clearer guidelines, and better communication from the ACP, particularly around aesthetic practice regulations.It also emphasizes the need for regulatory bodies to ensure pharmacists are equipped to offer these services safely and effectively, which could be crucial in shaping future policy-making and professional development initiatives.

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)0.010
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.588
Threshold uncertainty score0.774

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.722
GPT teacher head0.600
Teacher spread0.122 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2023
Admission routes3
Has abstractyes

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