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Record W2119958454 · doi:10.1177/1715163513481315

Enhanced medication management services in the community

2013· article· en· W2119958454 on OpenAlexvenueaboutno aff
Karen Riley

Bibliographic record

VenueCanadian Pharmacists Journal / Revue des Pharmaciens du Canada · 2013
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicinePharmacistReimbursementMedication therapy managementFamily medicinePharmacyDocumentationGovernment (linguistics)SalaryHealth care

Abstract

fetched live from OpenAlex

BACKGROUND: Pharmacists are now receiving reimbursement by the Ontario government to do medication reviews for patients on 3 or more medications. However, they are often too busy in the community setting to thoroughly review medications with patients. Having a designated pharmacist to provide medication reviews could increase the number of reviews performed. METHODS: Step 1 involved developing a business plan to determine the number of medication reviews that needed to be done to pay a pharmacist a full-time salary. Step 2 involved establishing the core elements of medication therapy management that included medication review, a medication-related action plan, documentation and follow-up. In step 3, eligible patients were called and invited to attend an appointment to review their medications with the pharmacist. Upon completion of the medication reviews, a random group of patients were requested to complete a satisfaction survey after the medication review. RESULTS: Three hundred thirty-six patients received billable medication reviews from April 4 to July 27, 2012. Twenty-seven additional visits were performed as follow-up visits. Eighty pharmaceutical opinions met the eligibility criteria for billing. Fifteen patients received counselling for smoking cessation. Medication reviews were completed for 19 patients from 8 other pharmacies. Extra revenue was generated through the sales of replacements of expired products. An average of 2.08 drug-related problems per patients was identified. One hundred percent of the patients were very satisfied with the service. CONCLUSION: A full-time pharmacist position providing enhanced medication management services generated enough income to pay for a full-time pharmacist's salary. The benefits to the patients were an increase in identification and resolution of drug-related problems, as well as an opportunity to receive disease state education and experience an improvement in disease states. Patients were extremely satisfied with the medication review process and the service provided to them. Can Pharm J 2013;146:162-168.

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)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.042
Threshold uncertainty score0.124

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0370.001

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 head0.080
GPT teacher head0.341
Teacher spread0.261 · 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 designObservational
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

Citations15
Published2013
Admission routes2
Has abstractyes

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