Evidence map›Paper›PMID 42190233›Full record

ArticleJournal of medical Internet research2026

Integration of Digital Therapeutics Into Occupational Rehabilitation in Germany: Multilevel Simulation Study.

Christoph Wallner, Sonja Verena Schmidt, Felix Reinkemeier, Dagmar-Maria Dick, Marcus Lehnhardt, Marius Drysch

Abstract read
In one paragraph

Article in Journal of medical Internet research, 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

6 authors.

Christoph WallnerDepartment for Plastic and Hand Surgery, University Hospital Bergmannsheil Bochum, Bürkle de la Camp-Platz 1, Bochum, 44789, Germany, +49 2343020.ORCID http://orcid.org/0000-0002-4707-5056
Sonja Verena SchmidtDepartment for Plastic and Hand Surgery, University Hospital Bergmannsheil Bochum, Bürkle de la Camp-Platz 1, Bochum, 44789, Germany, +49 2343020.ORCID http://orcid.org/0009-0000-3841-9067
Felix ReinkemeierDepartment for Plastic and Hand Surgery, University Hospital Bergmannsheil Bochum, Bürkle de la Camp-Platz 1, Bochum, 44789, Germany, +49 2343020.ORCID http://orcid.org/0000-0003-2265-725X
Dagmar-Maria DickBG BAU - German Social Accident Insurance for the Construction Sector, Wuppertal, Germany.ORCID http://orcid.org/0009-0009-6994-6607
Marcus LehnhardtDepartment for Plastic and Hand Surgery, University Hospital Bergmannsheil Bochum, Bürkle de la Camp-Platz 1, Bochum, 44789, Germany, +49 2343020.ORCID http://orcid.org/0009-0003-2367-2715
Marius DryschDepartment for Plastic and Hand Surgery, University Hospital Bergmannsheil Bochum, Bürkle de la Camp-Platz 1, Bochum, 44789, Germany, +49 2343020.ORCID http://orcid.org/0000-0001-8447-2694

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Expenditures for physiotherapy and extended outpatient physiotherapy (EAP) are increasing within Germany's statutory accident insurance system (Berufsgenossenschaften), placing growing pressure on rehabilitation capacity and timely access to care. Digital health applications (DiGAs) are reimbursable nationwide and represent a novel component of routine rehabilitation pathways. However, their real-world system-level and economic effects in occupational rehabilitation remain insufficiently understood. Objective: This study aimed to evaluate how the integration of DiGAs into occupational rehabilitation pathways may influence costs, service capacity, and waiting times within routine care delivered by 5 German statutory accident insurance funds that cover 25.9 million insured individuals. Methods: Aggregated administrative data from 5 Berufsgenossenschaften (fiscal years 2023-2024) were analyzed using a multilevel simulation framework combining (1) probabilistic cost-consequence modeling with Monte Carlo simulation (10,000 iterations), (2) an adherence-based adoption funnel distinguishing long-term engaged users (15%) and short-term users (85%) based on German claims data, and (3) a calibrated M/M/1 queuing model validated through discrete event simulation to estimate the effects on waiting times and system capacity. Primary outcomes included net financial impact, break-even thresholds, and changes in access-related performance metrics. Results: Combined physiotherapy and EAP expenditures reached €404 million (€1=US $1.18) in 2024, increasing by 10.1% year-over-year. The primary simulation (N=10,000 iterations) indicated mean annual net savings of €18.4 million (median €17.9 million) with a 90.7% probability of cost savings (95% uncertainty range: net cost of €8 million to net savings of €47.7 million). After incorporating adherence dynamics, the projected mean net savings were €16.2 million (95% CI €5-€29.8 million), corresponding to a 100% probability of positive financial impact within the modeled parameter space. Cost neutrality was maintained for DiGA prices up to €617.8 per prescription, nearly 40% above the base-case assumption of €450, indicating substantial economic robustness. Queuing analyses demonstrated that modest reductions in therapeutic demand decreased mean waiting times from 17.3 to 12.8 days (-26%), equivalent to approximately 120,000 cumulative patient waiting days saved annually across 26,705 EAP patients. The validation of discrete event simulation confirmed the magnitude and direction of analytic estimates. Conclusions: Under conservative assumptions, integrating digital therapeutics into occupational rehabilitation pathways is likely to generate both economic benefits and substantial system-level capacity gains. The break-even threshold of €617.80 per prescription provides a wide margin for pricing policy. Beyond cost effects, DiGAs may function as scalable capacity tools that alleviate systemic bottlenecks and improve timely access to rehabilitation services in capacity-constrained systems.

Indexed as

Occupational TherapyComputer SimulationDigital HealthGermanyHumansaccess to carecost-consequence analysisdigital health applicationsdigital therapeuticshealth system capacityoccupational rehabilitationsimulation modeling

Identifiers

PMID42190233
PMCPMC13211607

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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.