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Record W6945505679 · doi:10.25384/sage.c.4087409.v1

Facilitating integration of regulated pharmacy technicians into community pharmacy practice in Ontario: Results of an exploratory study

2018· other· en· W6945505679 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueSage Journals Data · 2018
Typeother
Languageen
FieldChemistry
TopicPlant-Derived Bioactive Compounds
Canadian institutionsnot available
Fundersnot available
KeywordsPharmacy practicePharmacyWorkflowCommunity pharmacyExploratory researchGeneral partnershipCommunity practice

Abstract

fetched live from OpenAlex

Background:The integration of regulated pharmacy technicians (RPTs) into community pharmacy practice was intended to relieve pharmacists of certain technical duties to facilitate greater provision of direct patient care services, commensurate with expanded scope of practice. There is scant data available regarding the success, value and impact of RPT integration, either in Canada or in other jurisdictions.Methods:Pharmacists and RPTs working in community practices were interviewed. Qualitative data were categorized using an iterative coding process to identify themes related to barriers and facilitators to integrating and optimizing the role of the RPT in community practice in Ontario.Results:A total of 16 RPTs and 12 pharmacists were interviewed from community sites in Ontario. Strategies for facilitating successful integration of RPTs into daily workflow were identified, based on 4 major themes: environmental factors, interpersonal factors, professional identity formation and innovative use of delegation.Interpretation:Integration of RPTs into community practice is complex and requires careful management, planning, training and follow-up to ensure attainment of objectives. Simply hiring RPTs and placing them into existing workflow patterns is generally not a successful implementation strategy.Conclusions:Implementation strategies identified through this study can provide employers, managers, pharmacists and RPTs with opportunities to enhance RPT integration and optimize the role of both pharmacists and RPTs in community practice.

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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.581
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.129
GPT teacher head0.397
Teacher spread0.267 · 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