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Record W2605433448 · doi:10.1186/s12962-017-0066-7

Costs and savings associated with a pharmacists prescribing for minor ailments program in Saskatchewan

2017· article· en· W2605433448 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCost Effectiveness and Resource Allocation · 2017
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsUniversity of Saskatchewan
FundersUniversity of Saskatchewan
KeywordsMedicineMinor (academic)Public healthMedical prescriptionHealth careReturn on investmentCost–benefit analysisHealth economicsInvestment (military)Economic evaluationPharmacistScope (computer science)Health services researchFamily medicineHealth administrationPharmacyNursingEconomic growthEconomics

Abstract

fetched live from OpenAlex

BACKGROUND: Health care systems around the world have started to develop pharmacists prescribing for minor ailments (PPMA) programs. These programs aim to improve the efficiency of care, reduce physician visits, and increase the accessibility to prescription medication (Rx). This study performed an economic impact analysis of the pharmacists prescribing for minor ailments program in Saskatchewan. METHODS: We measured costs for the program and the alternative scenario (i.e. no PPMA program) from a public payer and societal perspective, using primary data on pharmacists prescribing consultations in Saskatchewan. Furthermore, we calculated public payer and societal savings, and return on investment ratios for the program, as well as projecting the costs and benefits over the next 5 years. RESULTS: Overall, we found that from a societal perspective, the Saskatchewan PPMA program saved the province approximately $546,832 in 2014, while according to the public payer perspective, the program was only marginally cost-saving in 2014. After 5 years of implementation, from a societal perspective, cumulative cost savings were projected to be $3,482,660, and the return on investment ratio was estimated to be 2.53. CONCLUSIONS: Our results demonstrate that this type of program may prove cost-saving and lead to improved access to the health care system in Canada, especially if savings to society are considered. This type of PPMA program may prove economically feasible and beneficial in many countries considering expanding pharmacists scope of 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.322
Threshold uncertainty score0.398

Codex and Gemma teacher scores by category

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

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 head0.081
GPT teacher head0.399
Teacher spread0.318 · 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