Evidence map›Paper›PMID 39834694›Full record

ArticleCanadian journal of kidney health and disease2025

Optimizing Prescribing for Individuals With Type 2 Diabetes and Chronic Kidney Disease Through the Development and Validation of Algorithms for Community Pharmacists.

Jennifer Morris, Marisa Battistella, Karthik Tennankore, Steven Soroka, Cynthia Kendell, Penelope Poyah, Keigan More, Mathew Grandy, Thomas Ransom, Natalie Kennie-Kaulbach and 13 more

Abstract read
In one paragraph

Article in Canadian journal of kidney health and disease, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

23 authors.

Jennifer MorrisFaculty of Health, College of Pharmacy, Dalhousie University, Halifax, NS, Canada.ORCID https://orcid.org/0009-0002-4268-3711
Marisa BattistellaLeslie Dan Faculty of Pharmacy, University of Toronto, ON, Canada.ORCID https://orcid.org/0000-0001-9456-4365
Karthik TennankoreFaculty of Medicine, Dalhousie University, Nova Scotia Health, Halifax, NS, Canada.ORCID https://orcid.org/0000-0002-7919-6709
Steven SorokaFaculty of Medicine, Dalhousie University, Nova Scotia Health, Halifax, NS, Canada.ORCID https://orcid.org/0000-0002-7278-1702
Cynthia KendellDepartment of Medicine, Dalhousie University, Nova Scotia Health, Halifax, NS, Canada.
Penelope PoyahFaculty of Medicine, Dalhousie University, Nova Scotia Health, Halifax, NS, Canada.ORCID https://orcid.org/0000-0002-7575-2835
Keigan MoreDivision of Nephrology, Nova Scotia Health Renal Program, Nova Scotia Health, Halifax, NS, Canada.ORCID https://orcid.org/0000-0003-4903-6680
Mathew GrandyDepartment of Family Medicine, Dalhousie University, Halifax, NS, Canada.ORCID https://orcid.org/0009-0007-8862-7084
Thomas RansomDivision of Endocrinology & Metabolism, Department of Medicine, Dalhousie University, Halifax, NS, Canada.
Natalie Kennie-KaulbachFaculty of Health, College of Pharmacy, Dalhousie University, Halifax, NS, Canada.ORCID https://orcid.org/0000-0002-4792-9365
Daniel RainkieFaculty of Health, College of Pharmacy, Dalhousie University, Halifax, NS, Canada.ORCID https://orcid.org/0000-0002-9744-1069
Jaclyn TranPharmacy Department, Nova Scotia Health, Halifax, NS, Canada.
Syed Sibte Raza AbidiFaculty of Computer Science, Dalhousie University, Halifax, NS, Canada.ORCID https://orcid.org/0000-0003-3075-7736
Samina AbidiDepartment of Community Health and Epidemiology, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada.
Nicole FulfordNova Scotia Health, Halifax, NS, Canada.
Heather NevillePharmacy Department, Nova Scotia Health, Halifax, NS, Canada.ORCID https://orcid.org/0009-0008-3801-8907
Heather NaylorPharmacy Department, Horizon Health Network, Saint John, NB, Canada.ORCID https://orcid.org/0000-0002-1566-6206
Lisa WoodillPharmacy Association of Nova Scotia, Halifax, NS, Canada.
Andrea BishopNova Scotia College of Pharmacists, Halifax, NS, Canada.ORCID https://orcid.org/0000-0001-9215-7272
Glenn RodriguesPharmacy Association of Nova Scotia, Halifax, NS, Canada.
Diane HarpellThe Medicine Shoppe Pharmacy, Halifax, NS, Canada.
Michelle StewartThe Pangaea Group, Oakville, ON, Canada.
Jo-Anne WilsonFaculty of Health, College of Pharmacy, Dalhousie University, Halifax, NS, Canada.ORCID https://orcid.org/0000-0003-3423-5740

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Diabetes is the leading cause of kidney disease and contributes to 38% of kidney failure requiring dialysis. A gap in detection and management of type 2 diabetes (T2D) in chronic kidney disease (CKD) exists in primary care. Community pharmacists are positioned to support those not able to access kidney care through traditional pathways. Algorithms were developed and validated to assist community pharmacists in identifying individuals with T2D in CKD and prescribing kidney-protective medications. Objective: The objective was to develop and validate pharmacist algorithms to confirm T2D and CKD and to prescribe guideline-directed therapies for individuals with an estimated glomerular filtration rate (eGFR) of 30 to 60 mL/min/1.73 m² in community pharmacy primary care clinics in Nova Scotia. Design: Lynn's method was utilized for algorithm development and content validation. Interview data were analyzed using qualitative descriptive analysis. Setting: Pharmacists working in primary care clinic settings completed content and face algorithm validation, and virtual interviews were conducted following each round of validation. Patients: The algorithms aim to support individuals with T2D and CKD in primary care by optimizing the resources and capacity of community pharmacists while ensuring safety and quality of care through a team-based approach. Patient partners were not part of algorithm development and validation. Measurements: Content validity was computed using an item-level content validity index (I-CVI) and scale-level content validity index (S-CVI/Ave) per round. To measure face validity, percentages of those that "agreed" or "strongly agreed" to five statements were calculated. Methods: Evidence- and expert-informed algorithms were developed and revised using Lynn's 3-step method (domain identification, item generation per domain, and instrument formation). Best evidence was collated with literature searches, and experts in nephrology, endocrinology, family medicine, nursing, and pharmacy revised the algorithms until there was consensus agreement on 4 final algorithms (detection of T2D and CKD, initiation/titration of angiotensin-converting enzyme inhibitors or angiotensin receptor blockers, and initiation/management of sodium-glucose cotransporter-2 inhibitors and finerenone). Six community pharmacists per round for 3 rounds were needed to validate the algorithms. A 2-part questionnaire was utilized where pharmacists rated content and face validity using Likert scales. I-CVI and S-CVI/Ave per round and across 3 rounds were determined. Percentages were calculated for the rating level of agreement to 5 statements. Interviews were conducted and analyzed. Revisions were made to the algorithms between rounds. Results: Eighteen community pharmacists (6 per round) participated with a mean ± standard deviation of 18 ±11 years of experience. The I-CVI of each item of the algorithms per round ranged from 0.83 to 1, which met the content validity threshold of 0.83 ( Limitations: The algorithms are intended for individuals with an eGFR of 30 to 60 mL/min/1.73m². While guideline medications are indicated below this threshold, this cut point was selected as these individuals should typically be referred to a nephrologist. There is a potential for delays in initiation of kidney-protective medications below this threshold while waiting to be seen by nephrology. Conclusions: This is the first study to develop and validate algorithms for a new model of care that utilizes community pharmacists to identify and manage T2D and CKD in primary care. The algorithms achieved high content and face validity. Future implementation and evaluation will determine the effectiveness and safety of the algorithms. Trial Registration: Not registered.

Indexed as

algorithm validationdiabetic nephropathyguideline-directed prescribingpharmacistprimary care

Identifiers

PMID39834694
PMCPMC11744630

What OpenQuestion holds

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LicenceCC BY-NC
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.