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Record W2401707400 · doi:10.1177/1715163516649621

Applying the guidelines for pharmacists integrating into primary care teams

2016· review· en· W2401707400 on OpenAlexafffundvenue
Arden R. Barry, Robert Pammett

Bibliographic record

VenueCanadian Pharmacists Journal / Revue des Pharmaciens du Canada · 2016
Typereview
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsUniversity of British Columbia
FundersFaculty of Pharmaceutical Sciences, University of British Columbia
KeywordsPrimary careNursingMedicinePsychologyFamily medicine

Abstract

fetched live from OpenAlex

BACKGROUND: In 2013, Jorgenson et al. published guidelines for pharmacists integrating into primary care teams. These guidelines outlined 10 evidence-based recommendations designed to support pharmacists in successfully establishing practices in primary care environments. The aim of this review is to provide a detailed, practical approach to implementing these recommendations in real life, thereby aiding to validate their effectiveness. METHODS: Both authors reviewed the guidelines independently and ranked the importance of each recommendation respective to their practice. Each author then provided feedback for each recommendation regarding the successes and challenges they encountered through implementation. This feedback was then consolidated into agreed upon statements for each recommendation. RESULTS AND DISCUSSION: Focusing on building relationships (with an emphasis on face time) and demonstrating value to both primary care providers and patients were identified as key aspects in developing these new roles. Ensuring that the environment supports the practice, along with strategic positioning within the clinic, improves uptake and can maximize the usefulness of a pharmacist in primary care. Demonstrating consistent and competent clinical and documentation skills builds on the foundation of the other recommendations to allow for the effective provision of clinical pharmacy services. Additional recommendations include developing efficient ways (potentially provider specific) to communicate with primary care providers and addressing potential preconceived notions about the role of the pharmacist in primary care. CONCLUSION: We believe these guidelines hold up to real-life integration and emphatically recommend their use for new and existing primary care pharmacists.

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)0.032
metaresearch head score (Gemma)0.074
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.097
Threshold uncertainty score0.193

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0320.074
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.004
Bibliometrics0.0060.006
Science and technology studies0.0020.002
Scholarly communication0.0030.003
Open science0.0050.003
Research integrity0.0070.006
Insufficient payload (model declined to judge)0.0030.002

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 head0.250
GPT teacher head0.454
Teacher spread0.204 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations11
Published2016
Admission routes3
Has abstractyes

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