Evidence map›Paper›PMID 41298848›Full record

ArticleNpj mental health research2025

FDA-authorized software as a medical device in mental health: a perspective on evidence, device lineage, and regulatory challenges.

Julian Herpertz, Ariel D Stern, Nils Opel, Ulrich Reininghaus, John Torous

Abstract read
In one paragraph

Article in Npj mental health research, 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. A longitudinal analysis of quality and longevity of mental health apps indexed in MIND, the largest database.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2026
    Article
  2. Review
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

5 authors.

Julian HerpertzDivision of Digital Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Bostons, MA, USA.
Ariel D SternHasso Plattner Institute, University of Potsdam, Potsdam, Germany.
Nils OpelCharite - Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Campus Benjamin Franklin, Berlin, Germany.
Ulrich ReininghausGerman Center for Mental Health (DZPG), partner site Berlin-Potsdam, Germany, Berlin, Germany.
John TorousDivision of Digital Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Bostons, MA, USA. jtorous@bidmc.harvard.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

FDA approval is widely regarded as a benchmark of quality for medical devices. However, concerns persist regarding its regulatory framework for digital mental health devices. This perspective article examined FDA-authorized Software as a Medical Device (SaMD) in mental health, tracing the devices' regulatory lineage through the De Novo and 510(k)-clearance pathways while assessing the quality of evidence that led to their authorization. Many 510(k)-cleared devices lacked direct evidence of effectiveness, relying solely on equivalence to predicate devices. Furthermore, we identified four FDA-authorized SaMD whose pivotal randomized controlled trials tested prototypes delivered on different digital platforms than those of the final marketed products. Strengthening regulatory standards requires randomized controlled trials evaluating the final marketed product on its intended platform and the use of context-appropriate control conditions. Sham placebo controls may be considered feasible; however, evidence supporting fully inert and fully blinding sham controls for digital interventions remains limited at present. This should occur alongside consistent application of the FDA's discretionary authority to require new 510(k) submissions when substantial product changes occur.

Identifiers

PMID41298848
PMCPMC12657867

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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 OpenQuestion graph.