Evidence map›Paper›PMID 42418694›Full record

ArticleJMIR research protocols2026

Conceptualization, Operationalization, and Measurement of Adherence to Patient-Facing Digital Health Applications: Protocol for a Scoping Review.

Ludovico Cavallaro, Philipp Graf, Josephine Verona Konrad, Julia Zielke, Jan C Zoellick, Danielly de Paula, Ariel Dora Stern

Abstract read
In one paragraph

Article in JMIR research protocols, 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
–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

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

7 authors.

Ludovico CavallaroHasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Prof.-Dr.-Helmert-Str.2-3, Potsdam, Brandenburg, 14482, Germany, +49 33155093950.ORCID 0009-0002-3426-2570
Philipp GrafCharité - University Medical Center Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.ORCID 0000-0003-4556-956X
Josephine Verona KonradCharité - University Medical Center Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.ORCID 0009-0004-5846-2811
Julia ZielkeCharité - University Medical Center Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.ORCID 0000-0002-1595-5913
Jan C ZoellickCharité - University Medical Center Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.ORCID 0000-0003-1053-8819
Danielly de PaulaHasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Prof.-Dr.-Helmert-Str.2-3, Potsdam, Brandenburg, 14482, Germany, +49 33155093950.ORCID 0000-0002-4837-7347
Ariel Dora SternHasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Prof.-Dr.-Helmert-Str.2-3, Potsdam, Brandenburg, 14482, Germany, +49 33155093950.ORCID 0000-0002-3586-1041

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Medical adherence is traditionally defined as the extent to which a person's behavior corresponds with agreed-upon recommendations from a health care provider. The rapid diffusion of patient-facing digital health applications (DHAs) challenges the direct applicability of this framework to software-mediated interventions. Unlike pharmacological treatments, DHAs automatically generate detailed usage data but lack a broadly accepted standard for determining which specific data points and usage patterns actually constitute "adequate" use across a broad variety of medical indications and population groups. In parallel, DHAs are becoming increasingly embedded in formal regulatory and reimbursement pathways. A notable example is Germany, where recent reforms plan to link at least 20% of reimbursement for Digitale Gesundheitsanwendungen-formally regulated and reimbursed DHAs-to performance-related indicators that implicitly operationalize adherence as a determinant of reimbursable performance. Despite this growing policy relevance, adherence in patient-facing DHAs remains conceptually fragmented and methodologically heterogeneous. Objective: This scoping review aims to map how adherence is conceptualized, operationalized, and measured in the context of patient-facing DHAs, and to explore whether these approaches differ between applications embedded within formal regulatory and/or reimbursement frameworks and those operating outside such settings. Methods: This scoping review follows the Joanna Briggs Institute methodology and will be reported in accordance with the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) guidelines. PubMed (MEDLINE), Scopus, and Web of Science will be searched for scientific literature published between 2020 and 2025, inclusive. Machine learning-assisted title and abstract screening will be performed using ASReview, following a sampling-based stopping criterion. Three independent reviewers will conduct screening and data extraction. Relevant gray literature will be identified through targeted searches. Results: Database searches identified 15,403 records (5469 from PubMed/MEDLINE, 6198 from Scopus, and 3736 from Web of Science), which were reduced to 7052 unique records after automated deduplication using Zotero (Corporation for Digital Scholarship). The full results are intended to be submitted to a peer-reviewed journal by the end of 2026. Conclusions: Conducted as part of the DEKODE (Digital Health Adhärenz: Konzept und datenbasierte Evidenz) project funded by the German Federal Joint Committee's Innovation Fund, this review contributes to the development of a conceptual and empirical adherence framework for patient-facing DHAs. Although DEKODE is primarily oriented toward the German Digitale Gesundheitsanwendungen context, this review applies no geographical restrictions, reflecting the value of establishing a broad evidence base before narrowing the focus to country-specific settings and rendering findings relevant for understanding DHA adherence in all geographies. By clarifying how adherence is currently conceptualized, operationalized, and measured, the review will promote more consistent and context-specific generation and interpretation of adherence-related evidence and support evidence-based policy discussions, international harmonization of evidence standards for DHAs, and health economic evaluations in digital health.

Indexed as

Patient ComplianceDigital HealthHumansScoping Reviews as Topicadherenceconceptualizationdefinitiondigital health applicationsmeasurementoperationalizationpatient-facingPreferred Reporting Items for Systematic Reviews and Meta-AnalysesPRISMA

Identifiers

PMID42418694
PMCPMC13345020

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.