Evidence map›Paper›PMID 42784804›Full record

ArticleJMIR nursing2026

Effects of a Digital Decision Support System on Diabetes Management in a Real-World Home Care Setting: Prospective Quasi-Experimental Feasibility and Implementation Study.

Katharina Maria Lichtenegger, Lara Scholle-Winkler, Julia Kopanz, Angela Libiseller, Klaus Donsa, Felix Aberer, Thomas Rudolf Pieber, Julia Katharina Mader

Abstract read
In one paragraph

Article in JMIR nursing, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Katharina Maria LichteneggerDivision of Endocrinology and Diabetology, Medical University of Graz, Auenbruggerplatz 15, Graz, Styria, 8036, Austria, 43 31638572766.ORCID http://orcid.org/0000-0001-8778-1994
Lara Scholle-WinklerDivision of Endocrinology and Diabetology, Medical University of Graz, Auenbruggerplatz 15, Graz, Styria, 8036, Austria, 43 31638572766.ORCID http://orcid.org/0009-0004-3568-0939
Julia KopanzDivision of Endocrinology and Diabetology, Medical University of Graz, Auenbruggerplatz 15, Graz, Styria, 8036, Austria, 43 31638572766.ORCID http://orcid.org/0000-0003-4082-0807
Angela LibisellerDivision of Endocrinology and Diabetology, Medical University of Graz, Auenbruggerplatz 15, Graz, Styria, 8036, Austria, 43 31638572766.ORCID http://orcid.org/0009-0001-7543-3404
Klaus DonsaJoanneum Research Forschungsgesellschaft mbH, Graz, Styria, Austria.ORCID http://orcid.org/0000-0003-4671-6218
Felix AbererDivision of Endocrinology and Diabetology, Medical University of Graz, Auenbruggerplatz 15, Graz, Styria, 8036, Austria, 43 31638572766.ORCID http://orcid.org/0000-0002-9947-1413
Thomas Rudolf PieberDivision of Endocrinology and Diabetology, Medical University of Graz, Auenbruggerplatz 15, Graz, Styria, 8036, Austria, 43 31638572766.ORCID http://orcid.org/0000-0003-3554-0405
Julia Katharina MaderDivision of Endocrinology and Diabetology, Medical University of Graz, Auenbruggerplatz 15, Graz, Styria, 8036, Austria, 43 31638572766.ORCID http://orcid.org/0000-0001-7854-4233

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Older adults with diabetes are vulnerable, facing multimorbidity and challenges in reaching glycemic targets. When insulin therapy is required, limited knowledge of geriatric therapeutic goals often leads to regimens that increase the risk of hypoglycemia. Simplified approaches such as once-daily basal insulin are recommended, yet titration protocols and unclear regimens remain barriers in home care nursing. Digital decision support systems (DDSSs) such as GlucoTab address this gap by offering evidence-based titration guidance integrated into nursing workflows. DDSSs also strengthen nurse autonomy, which leads to improved care processes and better outcomes in home care settings. Objective: This study assessed the effects of a nurse-guided intervention including a DDSS for diabetes management in older adults with type 2 diabetes receiving home care nursing. Methods: The prospective quasi-experimental feasibility and implementation study was conducted using GlucoTab for diabetes management as part of a multicomponent intervention at 2 home care nursing sites. Nine adults with type 2 diabetes receiving insulin therapy were enrolled (n=5 women; mean age 77, SD 10 years; mean BMI 27.7, SD 4.7 kg/m Results: Before implementation, 5 diabetes-related emergency admissions led to 4 hospitalizations, compared with none during implementation and 4 after implementation, mostly due to hyperglycemia. The median hospital stay was 9 (IQR 8-15) days (before and after implementation). Diabetes management shifted from predominantly premixed insulin therapy at baseline to basal insulin with or without bolus insulin during implementation. Diabetes-related home care visits decreased from 1.81 to 1.01 per day (before vs during implementation), and general practitioner contacts for insulin adjustments declined (19 before implementation vs 16 after implementation). Mean morning blood glucose decreased from 212 (SD 72) mg/dL to 162 (SD 42) mg/dL, and the proportion of measurements within the target range (70-180 mg/dL) increased from 39.0% to 70.8% before vs during implementation. No incidence of hypoglycemia requiring third-party help was observed during implementation. Adherence of nurses to DDSS recommendations exceeded 94%. Conclusions: This study suggests that integrating a DDSS in a multicomponent intervention into home care nursing yielded longitudinal changes in diabetes outcomes. Emergency visits and hospitalizations were lower during implementation, no severe hypoglycemia was observed, glycemic control improved throughout the observation period, and therapy was simplified in routine care. Nursing visits decreased, suggesting potential improvements in care processes and resource use. High adherence and acceptance by nurses indicate feasibility and usability in home care practice. These findings align with evidence from hospitalized patients and telehealth studies, suggesting the potential for clinical, safety, and efficiency benefits.

Indexed as

Decision Support Systems, ClinicalDiabetes Mellitus, Type 2Home Care ServicesAgedAged, 80 and overDigital HealthFeasibility StudiesFemaleHumansInsulinMaleProspective StudiesInsulindiabetes managementdiabetes mellitusdigital decision support systemdigital healthhome care serviceimplementation science

Identifiers

PMID42784804
PMCPMC13608231

What Socratic holds

Textmetadata
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Registered trials

None linked

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 Socratic graph.