Evidence map›Paper›PMID 40855707›Full record

ArticlePsychotherapy research : journal of the Society for Psychotherapy Research2026

Targeting mechanisms of change as a path to precision psychotherapy for community settings.

Nili Solomonov

Abstract read
In one paragraph

Article in Psychotherapy research : journal of the Society for Psychotherapy Research, 2026. 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

1 author.

Nili SolomonovDepartment of Psychiatry, Weill Cornell Medicine, New York, NY, USA.ORCID 0000-0003-1573-5715

Funding

Target Engagement During Social Reward Psychotherapy for Mid- and Late-Life Suicidality: A Precision Imaging TrialR01MH133953 · NIMH · WEILL MEDICAL COLL OF CORNELL UNIV · PI Nili Solomonov · 2023 to 2026
$2.7M
Positive valence systems engagement during social reward exposure psychotherapy for mid- and late-life depressionK23MH123864 · NIMH · WEILL MEDICAL COLL OF CORNELL UNIV · PI SOLOMONOV, NILI · 2020 to 2024
$954k
NIMH NIH HHS K23 MH123864NIMH NIH HHS R01 MH133953
6 · The paper itself

Abstract

There have been exciting advancements in mechanisms of change research, but most innovations are rarely applied in community settings. Growing depression rates and clinician shortage call for a significant change in the field. I suggest that mechanisms of change research is a promising path to develop precision psychotherapies for the community. I focus on five key problems and possible solutions to advance psychotherapy through mechanisms research: (1) Depression is heterogeneous and patients' profiles vary. Identifying each patient's unique mechanism can inform precision psychotherapies that target this mechanism; (2) research often relies on self-reports, limiting precision. A multimodal approach with objective measures (e.g., brain, behaviors, voice, language) can improve precise measurement of mechanisms and guide personalization; (3) there is a need for simplified first-line treatments that community therapists can deliver. Simplified psychotherapies and digital interventions can target key mechanisms, enhancing efficacy and cost-effectiveness; (4) methods and technologies are evolving rapidly, no single lab can encompass all necessary expertise. Interdisciplinary collaborations can accelerate mechanisms research; (5) insights from mechanisms research are rarely applied due to academia-clinical practice disconnect. Research-practice networks can develop and tailor targeted psychotherapies for underserved communities. Taken together, discovering key mechanisms of change can improve psychotherapy precision, efficacy and effectiveness in real-world settings.

Indexed as

Community Mental Health ServicesDepressive DisorderPrecision MedicinePsychotherapyHumansartificial intelligencecommunitymachine learningmechanisms of changeneuroimagingprecision psychotherapy

Identifiers

PMID40855707
PMCPMC13316737

What OpenQuestion holds

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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.