Evidence map›Paper›PMID 42265712›Full record

ReviewTrials2026

Blinding outcome assessors in randomised controlled trials of psychological interventions: how is it done? A narrative review.

Sally O'Keeffe

Abstract readReview
In one paragraph

Review in Trials, 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

1 author.

Sally O'KeeffePopulation Health Sciences Institute, Newcastle University, Newcastle-Upon-Tyne, UK. Sally.O'Keeffe@newcastle.ac.uk.

Funding

National Institute for Health and Care Research NIHR200173
6 · The paper itself

Abstract

backgroundBlinding of patients, clinicians and outcome assessors is a key measure for minimising bias in randomised controlled trials (RCTs). In trials of psychological interventions, where outcome measures often use subjective measures, the blinding of outcome assessors is particularly important. However, there are few guidelines on how blinding of outcome assessors can be achieved in practice. The aim of this study was to identify procedures used for blinding outcome assessors in RCTs of psychological interventions.

methodsA narrative review was conducted through a PubMed database search covering the period from January 2023 to December 2024, restricted to studies published in the six highest impact factor journals in the field of psychiatry and mental health. Studies were included if they were (1) an RCT and (2) focused on psychological intervention(s). Descriptive statistics were used to summarise the study characteristics, and content analysis of the published reports was conducted to describe the methods used to maintain blinding of outcome assessors.

resultsFifty-two eligible studies were identified which reported on RCTs of psychological interventions. Of those, the majority reported that outcome assessors were blinded to participants' treatment allocation (n = 44, 85%). Of the studies with blinded outcome assessors, 27 reported information on the procedures used to maintain blinding (61%). Methods for maintaining blinding were avoiding unblinding by participants (n = 16), tracking and assessing blinding efficacy (n = 12), replacing unblinded assessors (n = 11), managing communication within the team (n = 9), clear designation of blind and unblind staff roles (n = 8) and management of records (n = 6). The majority of studies reported a single method for maintaining blinding of outcome assessors.

conclusionWhile the majority of RCTs of psychological interventions reported that outcome assessors were blind to participants' treatment allocation, there was often no or minimal information about procedures used to maintain blinding. A limitation of this study is that it was restricted to RCTs reported in high-impact journals so it does not provide a comprehensive review of all relevant studies. Maintaining blinding of outcome assessors requires substantial planning and efforts throughout the conduct of an RCT and this should be reported so that conclusions drawn from RCTs can be made with confidence.

Indexed as

Psychosocial InterventionPsychotherapyRandomized Controlled Trials as TopicResearch DesignHumansTreatment OutcomeBiasBlindingMaskingPsychological interventionsRandomised controlled trial

Identifiers

PMID42265712
PMCPMC13474860

What Socratic holds

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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 Socratic graph.