The DOI matches its Crossref record; 67 of the 69 references it cites were found in a registry or an index; none of the 2 sources its claims cite is checked for support yet.
Psychotherapies for depression in low- and middle-income countries: a meta-analysis
Open accessAbstract
Most psychotherapies for depression have been developed in high‐income Western countries of North America, Europe and Australia. A growing number of randomized trials have examined the effects of these treatments in non‐Western countries. We conducted a meta‐analysis of these studies to examine whether these psychotherapies are effective and to compare their effects between studies from Western and non‐Western countries. We conducted systematic searches in bibliographical databases and included 253 randomized controlled trials, of which 32 were conducted in non‐Western countries. The effects of psychotherapies in non‐Western countries were large (g=1.10; 95% CI: 0.91‐1.30), with high heterogeneity (I 2=90; 95% CI: 87‐92). After adjustment for publication bias, the effect size dropped to g=0.73 (95% CI: 0.51‐0.96). Subgroup analyses did not indicate that adaptation to the local situation was associated with the effect size. Comparisons with the studies in Western countries showed that the effects of the therapies were significantly larger in non‐Western countries, also after adjusting for characteristics of the participants, the treatments and the studies. These larger effect sizes in non‐Western countries may reflect true differences indicating that therapies are indeed more effective; or may be explained by the care‐as‐usual control conditions in non‐Western countries, often indicating that no care was available; or may be the result of the relative low quality of many trials in the field. This study suggests that psychotherapies that were developed in Western countries may or may not be more effective in non‐Western countries, but they are probably no less effective and can therefore also be used in these latter countries.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
0 of 2 cited sources checked · 0 supported · 0 flagged
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“with high heterogeneity (I 2 590; 95% CI: 87-92).”
- Also stated in: § Effects of psychotherapies in non-Western countries · plain
“Heterogeneity was very high (I 2 590; 95% CI: 87-92).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Abstract
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passes- Also stated in: § Effects of psychotherapies in non-Western countries · plain
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We found that the eight studies in high-income, non-Western countries resulted in an effect size of g50.86 (95% CI: 0.48-1.23;NNT53.30;I 2 571; 95% CI: 24-84) compared to g50.59 in Western countries (Table 2).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Comparison between the effects of psychotherapy in Western vs. non-Western countries
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We also found that the type of control group was significantly associated with the effect size, with care-as-usual control groups resulting in higher effect sizes than waiting list and other control groups (p50.02).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > BDI -Beck Depression Inventory, HAM-D -Hamilton Rating Scale for Depression, NNT -numbers-needed-to-be-treated, CBT -cognitive behavior therapy
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the number of treatment sessions (coefficient: 0.00; 95% CI: 20.04 to 0.04; p51.00)”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > BDI -Beck Depression Inventory, HAM-D -Hamilton Rating Scale for Depression, NNT -numbers-needed-to-be-treated, CBT -cognitive behavior therapy
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“A direct comparison between high-income countries in Western and non-Western countries did not indicate a significant difference (p50.17),but this may have been related to the small number of studies from high-income non-Western countries.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Comparison between the effects of psychotherapy in Western vs. non-Western countries
Strength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“we found no indication that the effect size was significantly associated with the GNI (coefficient: 0.00; 95% CI: 20.00 to 0.00; p50.56)”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > BDI -Beck Depression Inventory, HAM-D -Hamilton Rating Scale for Depression, NNT -numbers-needed-to-be-treated, CBT -cognitive behavior therapy
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Egger's test also pointed at significant asymmetry of the funnel plot (p50.004;intercept: 2.42; 95% CI: 0.65-4.20).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > BDI -Beck Depression Inventory, HAM-D -Hamilton Rating Scale for Depression, NNT -numbers-needed-to-be-treated, CBT -cognitive behavior therapy
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The pooled effect size after excluding these extreme outliers was g50.87 (95% CI: 0.73-1.06;I 2 578; 95% CI: 69-83).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Effects of psychotherapies in non-Western countries
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Whether the study was conducted in a Western or non-Western country remained a significant predictor of the effect size after adjusting for all other characteristics of the participants, interventions and studies (p<0.001).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Comparison between the effects of psychotherapy in Western vs. non-Western countries
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Another 221 studies (with 297 comparisons between a treatment and a control group) on psychotherapies in Western countries were included (for the comparison of effect sizes in Western versus non-Western countries).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Selection and inclusion of studies
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes
- It may state two separate claims as one. 21
- Probably not a substantial claim. 8
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We also found a significant difference across countries with different incomes, with the highest effect sizes in low-and middle-income countries.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Comparison between the effects of psychotherapy in Western vs. non-Western countries
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The effects of psychotherapies in non-Western countries were large (g51.10;95% CI: 0.91-1.30),with high heterogeneity (I 2 590; 95% CI: 87-92).”
- Also stated in: § Effects of psychotherapies in non-Western countries · plain
“The overall effect in the 35 comparisons between psychotherapies and control groups was g51.10 (95% CI: 0.91-1.30),which corresponds with a NNT of 2.51.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Also stated in: § Effects of psychotherapies in non-Western countries · plain
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“A total of 32 studies conducted in non-Western countries (with 35 comparisons between a psychotherapy and a control condition) met inclusion criteria for this meta-analysis (Table 1).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Selection and inclusion of studies
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As can be seen from Table 2, the resulting effect sizes were almost the same as in the overall analyses.Heterogeneity was still very high in these analyses.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > BDI -Beck Depression Inventory, HAM-D -Hamilton Rating Scale for Depression, NNT -numbers-needed-to-be-treated, CBT -cognitive behavior therapy
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We found that the effect size in Western countries (g5 0.60; 95% CI: 0.55-0.64;I 2 559; 95% CI: 53-64; NNT54.99) was significantly lower than in non-Western countries (p<0.001).”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Comparison between the effects of psychotherapy in Western vs. non-Western countries
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As can be seen, in all three models, risk of bias and type of control group remained significant, as well as the dummies indicating Western vs. non-Western countries, the regions and the income level.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Comparison between the effects of psychotherapy in Western vs. non-Western countries
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We conducted systematic searches in bibliographical databases and included 253 randomized controlled trials, of which 32 were conducted in non-Western countries.”
- Also stated in: § Selection and inclusion of studies · plain
“This makes a total of 253 studies that were included in the analyses.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Also stated in: § Selection and inclusion of studies · plain
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“None of the other subgroup analyses resulted in significant differences between subgroups, and that included the region (East Asia, Middle East and North Africa, South Asia, other), the level of income of the country (high, upper middle, low/ lower middle), and whether or not the treatment was adapted to the local situation.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > BDI -Beck Depression Inventory, HAM-D -Hamilton Rating Scale for Depression, NNT -numbers-needed-to-be-treated, CBT -cognitive behavior therapy
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The six comparisons with the lowest risk of bias (no risk of bias for any of the four items of the assessment tool) had an effect size of g50.51 (95% CI: 0.34-0.69;NNT56.01)compared to g51.20 (95% CI: 0.84-1.56;NNT52.29) in the studies with the highest risk of bias.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > BDI -Beck Depression Inventory, HAM-D -Hamilton Rating Scale for Depression, NNT -numbers-needed-to-be-treated, CBT -cognitive behavior therapy
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We also examined the effect sizes in the different regions and found that they differed significant across regions (p<0.001), with the lowest effect sizes in North America, Europe and Australia, and the highest in East Asia, South Asia and the Middle East and North Africa.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Comparison between the effects of psychotherapy in Western vs. non-Western countries
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“these studies with low risk of bias had considerably lower effect sizes than those with higher risk, very comparable to the ones found in Western countries.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > DISCUSSION
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We conducted systematic searches in bibliographical databases and included 253 randomized controlled trials, of which 32 were conducted in non-Western countries.”
- Also stated in: § Identification and selection of studies · plain
“For this database we searched four major bibliographical sources (PubMed, Psyc-INFO, Embase and the Cochrane Library) by combining terms (both index terms and text words) indicative of depression and psychotherapies, with filters for randomized controlled trials.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Also stated in: § Identification and selection of studies · plain
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Assessment of the quality of the included studies was conducted by two independent researchers, and disagreements were solved through discussion.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Quality assessment and data extraction
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Because we expected considerable heterogeneity among the studies, we employed a random effects pooling model in all analyses.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Meta-analyses
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“All records were screened by two independent researchers and all papers that could possibly meet inclusion criteria according to one of the researchers were retrieved as full text.The decision to include or exclude a study was also done by the two independent researchers, and disagreements were solved through discussion.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Identification and selection of studies
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
In the paper
“We tested for publication bias by inspecting the funnel plot on primary outcome measures and by Duval and Tweedie's trim and fill procedure 34 , which yields an estimate of the effect size after the publication bias has been taken into account (as implemented in Comprehensive Meta-Analysis).We also conducted Egger's test of the intercept to quantify the bias captured by the funnel plot and to test”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Meta-analyses
What the sources say
- Not checked yetcites [34] source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We conducted sensitivity analyses excluding potential outliers.These were defined as studies in which the 95% CI of the effect size did not overlap with the 95% CI of the pooled effect size.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Meta-analyses
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This study suggests that psychotherapies that were developed in Western countries may or may not be more effective in non-Western countries, but they are probably no less effective and can therefore also be used in these latter countries.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Abstract
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: The 32 included non-Western trials are representative of psychotherapies for depression in non-Western countries generally.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“In this meta-analysis, we included three studies in which two psychological treatments were compared with the same control group.This means that multiple comparisons were included in the same analysis, which may have resulted in an artificial reduction of heterogeneity and may have affected the pooled effect size.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > Effects of psychotherapies in non-Western countries
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“the quality of most of the included studies was not optimal, and only a handful of them had a high quality.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > DISCUSSION
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“our searches mainly focused on Western databases, while studies published in other languages were not directly accessible.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > DISCUSSION
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“because the description of the intervention was very brief in most papers, so that it cannot be excluded that the interventions were still adapted although this was not mentioned in the paper.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > DISCUSSION
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“this study suggests that psychotherapies developed in Western countries may or not be more effective in non-Western countries, but are probably no less effective and can therefore also be used in these latter countries, regardless of their income level.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > DISCUSSION
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“most studies in non-Western countries were conducted in a selected sample of countries in Asia, and only few in Africa and Latin America.”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > DISCUSSION
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“it would be possible to introduce low intensity interventions as a first line treatment”
§ Psychotherapies for depression in low-and middle-income countries: a meta-analysis > DISCUSSION
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
- Rests on an assumption: Low-intensity interventions are simpler and less costly to deliver than high-intensity ones.
The paper relies on this without support.
Most psychotherapies for depression were developed in high-income Western countries.
“Most psychotherapies have been developed in high-income Western countries in North America, Europe and Australia, and the vast majority of the more than 450 randomized trials which have examined their effects 20 have been conducted in those countries.”
The paper relies on this without support.
The 32 included non-Western trials are representative of psychotherapies for depression in non-Western countries generally.
“This study suggests that psychotherapies that were developed in Western countries may or may not be more effective in non-Western countries, but they are probably no less effective and can therefore also be used in these latter countries.”
The paper relies on this without support.
Low-intensity interventions are simpler and less costly to deliver than high-intensity ones.
“because these are easier and cheaper to implement than high intensity ones.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“Accumulating evidence from 30 trials also supports efficacy of mindfulness-based CBT, preventive CBT, and IPT in relapse prevention. 553”
From Time for united action on depression: a Lancet–World Psychiatric Association Commission (2022) · cites this paper as [553]
In the citing paper
“A recent meta-analysis of depression treatments in low- and middle-income countries has been conducted with 32 RCTs, looking at different intervention types, formats (eg, guided self-help, group therapy), and comparators (eg, waitlist, treatment as usual) [25]. An effect size of 0.73 (Hedges g) was found for symptoms of depression.”
From Evaluating the Effectiveness of an E-Mental Health Intervention for People Living in Lebanon: Protocol for Two Randomized Controlled Trials (2021) · cites this paper as [25]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Conflicting upper confidence limits for the same pooled effect
MinorThe text and Table 3 report the same effect size and heterogeneity after excluding the three extreme outliers, but give different upper limits for its 95% confidence interval: 1.06 versus 1.02.
“The pooled effect size after excluding these extreme outliers was g50.87 (95% CI: 0.73-1.06;I 2 578; 95% CI: 69-83).”
“| | Non-Western | 32 | 0.87 | 0.73-1.02 | 78 | 69-83 | | 3.26 |”
Citations
Cites
Statistical Power Analysis for the Behavioral Sciences
Muller, K. E., & Cohen, J. (1989) · Technometrics · doi:10.2307/1270020 · Cited by 99,603
Measuring inconsistency in meta-analyses
Higgins, J. P. T., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003) · BMJ · doi:10.1136/bmj.327.7414.557 · Cited by 63,139
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032
Quantifying heterogeneity in a meta‐analysis
Higgins, J. P. T., & Thompson, S. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1186 · Cited by 36,763
The Cochrane Collaboration's tool for assessing risk of bias in randomised trials
Higgins, J. P. T., Altman, D. G., Gotzsche, P. C., Juni, P., Moher, D., Oxman, A. D., Savovic, J., Schulz, K. F., Weeks, L., Sterne, J. A. C., et al. (2011) · BMJ · doi:10.1136/bmj.d5928 · Cited by 33,817
Hamilton, M. (1960) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.23.1.56 · Cited by 32,817
Dermyshi, E., Wang, Y., Yan, C., Hong, W., Qiu, G., Gong, X., & Zhang, T. (2017) · Neonatology · doi:10.1159/000454668 · Cited by 24,586
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Merikangas, K. R., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.593 · Cited by 20,391
Duval, S., & Tweedie, R. (2000) · Biometrics · doi:10.1111/j.0006-341x.2000.00455.x · Cited by 14,099
The assessment of anxiety states by rating
HAMILTON, M. (1959) · British Journal of Medical Psychology · doi:10.1111/j.2044-8341.1959.tb00467.x · Cited by 11,455
Flagged first, then by citations
2 of the 69 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Beck AT, 1996, BDI‐II, Beck depression Inventory: manual
- Orsini N, 2005, Heterogi: Stata module to quantify heterogeneity in a meta‐analysis
Cited by
Sorted by citations
Time for united action on depression: a Lancet–World Psychiatric Association Commission
Herrman, H., Patel, V., Kieling, C., Berk, M., Buchweitz, C., Cuijpers, P., Furukawa, T. A., Kessler, R. C., Kohrt, B. A., Maj, M., et al. (2022) · The Lancet · doi:10.1016/s0140-6736(21)02141-3 · Cited by 1,104
Self-citationCuijpers, P., Noma, H., Karyotaki, E., Vinkers, C. H., Cipriani, A., & Furukawa, T. A. (2020) · World Psychiatry · doi:10.1002/wps.20701 · Cited by 540
Self-citationKohrt, B. A., Asher, L., Bhardwaj, A., Fazel, M. S., Jordans, M. J. D., Mutamba, B. B., Nadkarni, A., Pedersen, G. A., Singla, D. R., & Patel, V. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15061279 · Cited by 381
“, 2017 [35] Common mental disorders, Perinatal mental disorders De Silva et al.”
BackgroundInfluentialBarbui, C., Purgato, M., Abdulmalik, J., Acarturk, C., Eaton, J., Gastaldon, C., Gureje, O., Hanlon, C., Jordans, M., Lund, C., et al. (2020) · The Lancet Psychiatry · doi:10.1016/s2215-0366(19)30511-5 · Cited by 349
“In children, psychosocial interventions were supported by at least suggestive evidence in conduct disorders and for PTSD ; 35,37 however, on the basis of umbrella review and GRADE criteria, none of these effect sizes reached the maximum of the ratings in terms of strength of association and…”
Self-citationThe effects of fifteen evidence-supported therapies for adult depression: A meta-analytic review
Cuijpers, P., Karyotaki, E., de Wit, L., & Ebert, D. D. (2020) · Psychotherapy Research · doi:10.1080/10503307.2019.1649732 · Cited by 276
“…have been consistently found to be significant predictors of the effects of therapies: type of control condition (Mohr et al., 2014), risk of bias (Cuijpers, van Straten, Bohlmeijer, Hollon, &Andersson, 2010), and whether or not the study was conducted in a Western country (Cuijpers et al., 2018).”
BackgroundSelf-citationRaviola, G., Naslund, J. A., Smith, S. L., & Patel, V. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-1028-x · Cited by 258
Cultural Adaptation of Scalable Psychological Interventions: A New Conceptual Framework
Heim, E., & Kohrt, B. A. (2019) · Clinical Psychology in Europe · doi:10.32872/cpe.v1i4.37679 · Cited by 191
van Ginneken, N., Chin, W. Y., Lim, Y. C., Ussif, A., Singh, R. K., Shahmalak, U., Purgato, M., Rojas‐García, A., Uphoff, E., McMullen, S., et al. (2021) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd009149.pub3 · Cited by 198
Self-citationPauley, D., Cuijpers, P., Papola, D., Miguel, C., & Karyotaki, E. (2021) · Psychological Medicine · doi:10.1017/s0033291721001999 · Cited by 170
“…et al., 2016), providing open-access, self-managed care as a valuable treatment strategy where healthcare systems lack the infrastructure to provide mental health services at scale, a common barrier in low-and middle-income countries (Cuijpers, Karyotaki, Reijnders, Purgato, & Barbui, 2018).”
Self-citationCuijpers, P., Pineda, B. S., Quero, S., Karyotaki, E., Struijs, S. Y., Figueroa, C. A., Llamas, J. A., Furukawa, T. A., & Muñoz, R. F. (2021) · Clinical Psychology Review · doi:10.1016/j.cpr.2020.101955 · Cited by 148
Self-citationPsychological treatment of depression: A systematic overview of a 'Meta-Analytic Research Domain'
Cuijpers, P., Miguel, C., Harrer, M., Plessen, C. Y., Ciharova, M., Papola, D., Ebert, D., & Karyotaki, E. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.05.011 · Cited by 136
Self-citationProblem-solving therapy for adult depression: An updated meta-analysis
Cuijpers, P., de Wit, L., Kleiboer, A., Karyotaki, E., & Ebert, D. D. (2018) · European Psychiatry · doi:10.1016/j.eurpsy.2017.11.006 · Cited by 134
“We also searched a number of bibliographical databases to identify trials in non-Western countries [30], because the number of trials on psychological treatments in these countries is growing rapidly.”
MethodSelf-citationSingla, D. R., Lawson, A., Kohrt, B. A., Jung, J. W., Meng, Z., Ratjen, C., Zahedi, N., Dennis, C., & Patel, V. (2021) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2020.4556 · Cited by 142
Ciharova, M., Furukawa, T. A., Efthimiou, O., Karyotaki, E., Miguel, C., Noma, H., Cipriani, A., Riper, H., & Cuijpers, P. (2021) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000654 · Cited by 124
Who benefits from psychotherapies for adult depression? A meta-analytic update of the evidence
Cuijpers, P., Karyotaki, E., Reijnders, M., & Huibers, M. J. H. (2018) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2017.1420098 · Cited by 115
Self-citationCuijpers, P., Heim, E., Abi Ramia, J., Burchert, S., Carswell, K., Cornelisz, I., Knaevelsrud, C., Noun, P., van Klaveren, C., van’t Hof, E., et al. (2022) · PLoS Medicine · doi:10.1371/journal.pmed.1004025 · Cited by 118
“Assuming 70% dropout [31,32], we planned to recruit 568 participants to show that the intervention was effective.”
BackgroundSelf-citationNegative effects of psychotherapies for adult depression: A meta-analysis of deterioration rates
Cuijpers, P., Reijnders, M., Karyotaki, E., de Wit, L., & Ebert, D. D. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.05.050 · Cited by 105
“We also searched a number of bibliographical databases to identify trials in non-Western countries (Cuijpers et al., 2018), because the number of trials on psychological treatments in these countries is growing rapidly.”
BackgroundMethodSelf-citationPsychological treatment of perinatal depression: a meta-analysis
Cuijpers, P., Franco, P., Ciharova, M., Miguel, C., Segre, L., Quero, S., & Karyotaki, E. (2023) · Psychological Medicine · doi:10.1017/s0033291721004529 · Cited by 103
“Numbers needed-to-be-treated (NNT) for depression outcomes were calculated using the formulae provided by Furukawa (1999). The NNT is the inverse of the risk difference between the treatment and control group (Laupacis, Sackett, & Roberts, 1988), based on a binary outcome.”
MethodSelf-citationCuijpers, P., Pineda, B. S., Ng, M. Y., Weisz, J. R., Muñoz, R. F., Gentili, C., Quero, S., & Karyotaki, E. (2021) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2020.11.024 · Cited by 102
Self-citationSalamanca-Sanabria, A., Richards, D., Timulak, L., Connell, S., Mojica Perilla, M., Parra-Villa, Y., & Castro-Camacho, L. (2020) · JMIR Mental Health · doi:10.2196/13392 · Cited by 83
“LMICs around the world have scarce access to mental health services [26].”
InfluentialScaling up mental health care and psychosocial support in low-resource settings: a roadmap to impact
Jordans, M. J. D., & Kohrt, B. A. (2020) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796020001018 · Cited by 87
“, 2014), though this association is not undisputed (Cuijpers et al., 2018).”
BackgroundMcNab, S., Dryer, S., Fitzgerald, L., Gomez, P., Bhatti, A. M., Kenyi, E. E., Somji, A., Khadka, N., & Stalls, S. (2022) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-022-04589-z · Cited by 102
Scaling up psychological treatments for common mental disorders: a call to action
Singla, D. R., Raviola, G., & Patel, V. (2018) · World Psychiatry · doi:10.1002/wps.20532 · Cited by 69
Abi Ramia, J., Harper Shehadeh, M., Kheir, W., Zoghbi, E., Watts, S., Heim, E., & El Chammay, R. (2018) · Global Mental Health · doi:10.1017/gmh.2018.29 · Cited by 65
“On the other hand, in a recent meta-analysis of studies testing psychological interventions for the treatment of depression in low- and middle-income countries, cultural adaption did not affect effect sizes (Cuijpers et al. 2018).”
BackgroundAsrat, B., Schneider, M., Ambaw, F., & Lund, C. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.03.068 · Cited by 66
Guided digital health intervention for depression in Lebanon: randomised trial
Cuijpers, P., Heim, E., Ramia, J. A., Burchert, S., Carswell, K., Cornelisz, I., Knaevelsrud, C., Noun, P., van Klaveren, C., van’t Hof, E., et al. (2022) · Evidence-Based Mental Health · doi:10.1136/ebmental-2021-300416 · Cited by 60
Self-citationCubillos, L., Bartels, S. M., Torrey, W. C., Naslund, J. A., Uribe-Restrepo, J. M., Gaviola, C., Castro, S., John, D. T., Williams, M. J., Cepeda, M., et al. (2020) · BJPsych Bulletin · doi:10.1192/bjb.2020.35 · Cited by 63
Cuijpers, P., Quero, S., Papola, D., Cristea, I. A., & Karyotaki, E. (2021) · Psychological Medicine · doi:10.1017/s0033291719003581 · Cited by 62
“That is in line with a previous meta-analysis comparing the effect sizes of psychotherapy for depression in Western and non-Western countries (Cuijpers et al., 2018).”
MethodResultSelf-citationPurgato, M., Richards, J. A., Prina, E., Kip, A., Piccolo, L. D., Michencigh, G., Rimondini, M., Rudi, D., Vitali, F., Carta, M. G., et al. (2021) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2021.101901 · Cited by 59
Self-citationEMPOWER: Toward the Global Dissemination of Psychosocial Interventions
Patel, V., Naslund, J. A., Wood, S., Patel, A., Chauvin, J. J., Agrawal, R. N., Bhan, A., Joshi, U., Amara, M., Kohrt, B. A., et al. (2022) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.20220042 · Cited by 56
Karyotaki, E., Miguel, C., Panagiotopoulou, O. M., Harrer, M., Seward, N., Sijbrandij, M., Araya, R., Patel, V., & Cuijpers, P. (2023) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2023.50 · Cited by 56
“Such differences have been previously identified in the literature on psychotherapy trials (Cuijpers et al., 2018) and raise important considerations.”
BackgroundResultInfluentialSelf-citationGoin, D. E., Pearson, R. M., Craske, M. G., Stein, A. L., Pettifor, A. E., Lippman, S. A., Kahn, K., Neilands, T. B., Hamilton, E. L., Selin, A., et al. (2019) · American Journal of Epidemiology · doi:10.1093/aje/kwz238 · Cited by 49
“As depression is common and potentially modifiable in low and middle-income countries (42), it represents a promising prevention target.”
BackgroundSalamanca-Sanabria, A., Richards, D., & Timulak, L. (2019) · Internet Interventions · doi:10.1016/j.invent.2018.11.005 · Cited by 49
Brown, F. L., Aoun, M., Taha, K., Steen, F., Hansen, P., Bird, M., Dawson, K. S., Watts, S., Chammay, R. E., Sijbrandij, M., et al. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00212 · Cited by 52
Naslund, J. A., Tugnawat, D. K., Anand, A., Cooper, Z., Dimidjian, S., Fairburn, C. G., Hollon, S. D., Joshi, U., Khan, A., Lu, C., et al. (2021) · Contemporary Clinical Trials · doi:10.1016/j.cct.2021.106267 · Cited by 45
Weisz, J. R., Venturo‐Conerly, K. E., Fitzpatrick, O. M., Frederick, J., & Ng, M. Y. (2023) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-080921-082920 · Cited by 52
Online psychotherapy: trailblazing digital healthcare
McDonald, A., Eccles, J. A., Fallahkhair, S., & Critchley, H. D. (2020) · BJPsych Bulletin · doi:10.1192/bjb.2019.66 · Cited by 45
Fu, Z., Zhou, S., Burger, H., Bockting, C. L. H., & Williams, A. D. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.11.058 · Cited by 44
Rose‐Clarke, K., Pradhan, I., Shrestha, P., Prakash, B. K., Magar, J., Luitel, N. P., Devakumar, D., Rafaeli, A. K., Clougherty, K. F., Kohrt, B. A., et al. (2020) · BMC Psychology · doi:10.1186/s40359-020-00452-y · Cited by 57
Scale up task-sharing of psychological therapies
Patel, V. (2021) · The Lancet · doi:10.1016/s0140-6736(21)02736-7 · Cited by 45
Cuijpers, P. J., Harrer, M., Miguel, C., Čihařová, M., & Karyotaki, E. (2023) · American Psychologist · doi:10.1037/amp0001250 · Cited by 47
Self-citationRyan, G. K., Bauer, A., Endale, T., Qureshi, O., Doukani, A., Pashoja, A. C., Brar, S. K., Eaton, J., & Bass, J. (2021) · Conflict and Health · doi:10.1186/s13031-021-00363-8 · Cited by 37
Čihařová, M., Karyotaki, E., Miguel, C., Walsh, E., de Ponti, N., Amarnath, A., van Ballegooijen, W., Riper, H. M., Arroll, B., & Cuijpers, P. J. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.05.070 · Cited by 36
Self-citationCraske, M. G., Herzallah, M. M., Nusslock, R., & Patel, V. (2023) · Nature Mental Health · doi:10.1038/s44220-022-00012-w · Cited by 31
Venturo‐Conerly, K. E., Eisenman, D., Wasil, A. R., Singla, D. R., & Weisz, J. R. (2022) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2022.12.005 · Cited by 35
Baumel, A., Mathur, N., Pawar, A. K. S., & Muench, F. J. (2021) · Journal of Child and Family Studies · doi:10.1007/s10826-020-01863-6 · Cited by 32
Shala, M., Morina, N., Gross, C. S., Maercker, A. R. A., & Heim, E. (2019) · Culture Medicine and Psychiatry · doi:10.1007/s11013-019-09638-5 · Cited by 33
Shala, M., Morina, N., Burchert, S., Cerga-Pashoja, A., Knaevelsrud, C., Maercker, A., & Heim, E. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100339 · Cited by 29
Davaasambuu, S., Hauwadhanasuk, T., Matsuo, H., & Szatmári, P. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.01.020 · Cited by 27
Purgato, M., Prina, E., Ceccarelli, C., Cadorin, C., Abdulmalik, J. O., Amaddeo, F., Arcari, L., Churchill, R., Jordans, M. J., Lund, C., et al. (2023) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd014722.pub2 · Cited by 27
Self-citationWill increasing access to mental health treatment close India's mental health gap?
Weaver, L. J., Karasz, A., Muralidhar, K., Jaykrishna, P., Krupp, K., & Madhivanan, P. (2022) · SSM - Mental Health · doi:10.1016/j.ssmmh.2022.100184 · Cited by 25
Naslund, J. A., Kalha, J., Restivo, J. L., Amarreh, I., Callands, T. A., Chen, H., Gómez–Restrepo, C., Hamoda, H. M., Kapoor, A., Levkoff, S. E., et al. (2021) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2021.102557 · Cited by 27
Rahmadiana, M., Karyotaki, E., Passchier, J., Cuijpers, P., van Ballegooijen, W., Wimbarti, S., & Riper, H. (2019) · Internet Interventions · doi:10.1016/j.invent.2018.11.002 · Cited by 25
Self-citationRecent approaches to provision of mental healthcare in refugee populations
Koesters, M., Barbui, C., & Purgato, M. (2018) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000428 · Cited by 25
Self-citationJordans, M. J. D., Steen, F., Koppenol‐Gonzalez, G. V., Masri, R. E., Coetzee, A. R., Chamate, S.-J., Ghatasheh, M., Pedersen, G. A., Itani, M., Chammay, R. E., et al. (2022) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796022000348 · Cited by 24
“With increasing evidence for effectiveness of psychological interventions implemented by nonspecialists (Singla et al., 2017; Cuijpers et al., 2018; Barbui et al., 2020), there is a need to demonstrate how task-shifted evidence-based treatments can be scaled-up to reduce the gap between need and availability of mental…”
BackgroundPsychological treatment of depression in institutional settings: A meta-analytic review
Cuijpers, P. J., Čihařová, M., Miguel, C., Harrer, M., Ebert, D. D., Brakemeier, E.-L., & Karyotaki, E. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.03.017 · Cited by 24
Self-citationSampogna, G., Lovisi, G. M., Zinno, F., Vecchio, V. D., Luciano, M., Sol, É. G. L., Unger, R. J. G., Ventriglio, A., & Fiorillo, A. (2020) · Medicina · doi:10.3390/medicina57010011 · Cited by 26
Purgato, M., Abdulmalik, J. O., Prina, E., Ceccarelli, C., Tol, W. A., van Ginneken, N., Uphoff, E., Papola, D., Amaddeo, F., Churchill, R. C., et al. (2021) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd014722 · Cited by 21
Self-citationKim, E. T., Opiyo, T., Acayo, P. S., Lillie, M., Gallis, J. A., Zhou, Y., Ochieng, M., Okuro, S., Hembling, J., McEwan, E., et al. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.06.002 · Cited by 24
“…picture-based iMBC program was steeped in cognitive behavioral therapy (CBT) and the literature regarding the efficacy of CBT for a range of specific mental and behavioral problems is strong, although largely based on studies in high-income countries (Hofmann et al., 2012; Cuijpers et al., 2018).”
MethodIntegrating depression care within NCD provision in Bangladesh and Pakistan: a qualitative study
Wright, J., Mazumdar, P., Barua, D., Lina, S., Bibi, H., Kanwal, A., Aslam, F., Naz, Q., Safi, R., Haq, B. U., et al. (2020) · International Journal of Mental Health Systems · doi:10.1186/s13033-020-00399-y · Cited by 19
Latif, M., Awan, F., Gul, M., Husain, M. O., Husain, M. I., Sayyed, K., Magsi, T., Naz, S., Aylem, O., Phiri, P., et al. (2021) · The Cognitive Behaviour Therapist · doi:10.1017/s1754470x21000313 · Cited by 21
“A recent systematic review of psychotherapies for depression in LMICs identified only three GSH studies (Cuijpers et al., 2018) including our multicentre randomized controlled trial (RCT) of culturally adapted guided self-help from Pakistan (Naeem et al., 2014).”
BackgroundLund, C., Orkin, K., Witte, M., Walker, J., Davies, T., Haushofer, J., Murray, S. M., Bass, J., Murray, L. K., Tol, W. A., et al. (2024) · National Bureau of Economic Research · doi:10.3386/w32423 · Cited by 19
Balci, S., Küchler, A., Ebert, D. D., & Baumeister, H. (2023) · Clinical Psychology in Europe · doi:10.32872/cpe.9341 · Cited by 24
“This might bring out the idea that some intervention contents might not significantly benefit from an elaborate adaptation process, especially for low threshold interventions (Böttche et al., 2021; Cuijpers et al., 2018; Spanhel, Burdach, et al., 2021).”
BackgroundAsrat, B., Lund, C., Ambaw, F., & Schneider, M. (2020) · PLoS ONE · doi:10.1371/journal.pone.0238321 · Cited by 20
Lucien, A., Francis, H., Wu, W., Woldhuis, T., & Gandy, M. (2024) · Multiple Sclerosis and Related Disorders · doi:10.1016/j.msard.2024.105858 · Cited by 24
van 't Hof, E., Heim, E., Abi Ramia, J., Burchert, S., Cornelisz, I., Cuijpers, P., El Chammay, R., Harper Shehadeh, M., Noun, P., Smit, F., et al. (2021) · JMIR Research Protocols · doi:10.2196/21585 · Cited by 16
“A recent meta-analysis of depression treatments in low-and middle-income countries has been conducted with 32 RCTs, looking at different intervention types, formats (eg, guided self-help, group therapy), and comparators (eg, waitlist, treatment as usual) [25].”
BackgroundSelf-citationKarasz, A., Anne, S., Hamadani, J. D., & Tofail, F. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18010279 · Cited by 17
“A recent meta-analysis found that task sharing interventions generally outperform no-treatment/treatment-as-usual controls [26], although recent large-scale studies in South Asia have shown disappointing results [27,28].”
ResultChan, S. H., & Shorey, S. (2023) · Journal of Pediatric Nursing · doi:10.1016/j.pedn.2023.10.028 · Cited by 19
Psychotherapy for comorbid depression and somatic disorders: a systematic review and meta-analysis
Miguel, C., Karyotaki, E., Čihařová, M., Cristea, I. A., Penninx, B. W. J. H., & Cuijpers, P. J. (2021) · Psychological Medicine · doi:10.1017/s0033291721004414 · Cited by 24
“These differences have been previously observed in psychotherapy research (Cuijpers, Karyotaki, Reijnders, Purgato, & Barbui, 2018), and it could be explained by considerable differences in usual care control conditions across countries (Cuijpers, Quero, Papola, Cristea, & Karyotaki, 2019).”
Self-citationAyudhaya, W. S. N., Pityaratstian, N., & Jiamjarasrangsi, W. (2020) · Clinical Interventions in Aging · doi:10.2147/cia.s274262 · Cited by 11
Rose‐Clarke, K., Prakash, B. K., Magar, J., Pradhan, I., Shrestha, P., Hassan, E., Jaoude, G. J. A., Haghparast‐Bidgoli, H., Devakumar, D., Carrino, L., et al. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.46 · Cited by 16
“and exporting them to LMIC settings poses multiple challenges (Benish et al., 2011; Hall et al., 2016; Cuijpers et al., 2018).”
BackgroundOlisaeloka, L., Udokanma, E. E., & Ashraf, A. (2024) · International Journal of Mental Health Systems · doi:10.1186/s13033-024-00642-w · Cited by 20
“In their review, Cuijpers et al . did not find any indication that a specific contextual adaptation was associated with better outcomes [47].”
BackgroundAlfonso, C. A., & Botbol, M. (2020) · Asia-Pacific Psychiatry · doi:10.1111/appy.12429 · Cited by 11
Aldridge, L. R., Luitel, N. P., Jordans, M. J. D., Bass, J., & Patenaude, B. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.54 · Cited by 11
“In the absence of valid, sensitive quality of life measures appropriate for LMIC, deriving QALYs from WHODAS provides an opportunity to strengthen and standardize methodological approaches to economic evaluation within global mental health.”
ResultInfluentialBöhm, B., Keane, G., Karimet, M., & Palma, M. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.53 · Cited by 8
Tong, L., Miguel, C., Panagiotopoulou, O.-M., Karyotaki, E., & Cuijpers, P. J. (2023) · Psychological Medicine · doi:10.1017/s0033291723002246 · Cited by 10
“We considered the intervention was adapted if (1) the authors explicitly stated that the study used adaptions or (2) the intended interventions were developed based on local conditions, models, or theories in non-Western countries (Cuijpers et al., 2018).”
BackgroundMethodResultInfluentialSelf-citationMinaei-Moghadam, S., Manzari, Z. S., Vaghee, S., & Mirhosseini, S. (2024) · BMC Public Health · doi:10.1186/s12889-023-17594-4 · Cited by 10
“Depression treatment rates are very low in low-and middle-income countries [5].”
BackgroundPreliminary results of adapting the stepped care model for depression management in Vietnam
Do, M. T., Nguyen, T. T., & Tran, H. T. T. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.922911 · Cited by 10
Psychotherapy over the Last Four Decades
Weissman, M. M., & Cuijpers, P. J. (2017) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000165 · Cited by 10
Self-citationJacob, L., Pizzol, D., Veronese, N., Stubbs, B., & Koyanagi, A. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.01.023 · Cited by 12
Keynejad, R. C., Fenta, T. B., Sorsdahl, K. R., MYERS, B. J., Honikman, S., Mulushoa, A., Demissie, M., Deyessa, N., Howard, L. M., & Hanlon, C. (2023) · Psychotherapy Research · doi:10.1080/10503307.2023.2222899 · Cited by 11
“While cultural adaptation of psychological interventions was not associated with efficacy in a meta-analysis of LMIC studies, descriptions were often extremely brief (Cuijpers et al., 2018).”
BackgroundPurgato, M., Jayaram, G., Surkan, P. J., Bass, J., & Bolton, P. A. (2019) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796018000781 · Cited by 8
Self-citationDaniel, M., Kallakuri, S., Gronholm, P. C., Wahid, S. S., Kohrt, B. A., Thornicroft, G., & Maulik, P. K. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1337662 · Cited by 10
Cultural adaptations of digital therapeutics
Naslund, J. A., & Spagnolo, J. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90045-4.00001-0 · Cited by 9
Kodish, T., Weiss, B., Duong, J. B., Rodríguez, A., Anderson, G. E., Nguyen, H., Olaya, C., & Lau, A. S. (2020) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2020.05.009 · Cited by 9
Hana, R. A., Ramia, J. A., Burchert, S., Carswell, K., Cuijpers, P. J., Heim, E., Knaevelsrud, C., Noun, P., Sijbrandij, M., van Ommeren, M., et al. (2024) · JMIR Mental Health · doi:10.2196/55544 · Cited by 9
“…would be powered to detect a standardized mean difference of medium size ( d ≥ 0.50) between the conditions, as statistically significant at α≤ .05 (2-tailed) and a power of (1 – β ) ≥ 0.90 while accounting for an expected dropout rate of 70%, which is typical for self-help interventions [23].”
BackgroundInfluentialSelf-citationHu, Y., Yu, M., Wang, Y., Wu, H., Yang, X., Chen, X., & Wu, J. (2024) · Nutrients · doi:10.3390/nu16131986 · Cited by 9
“Mental disorders have a considerable impact on the lives of patients and their families, representing a significant public health concern globally and resulting in substantial medical burden and economic loss [4].”
BackgroundNaslund, J. A., Carmio, N., Taha, S., Amara, M., Wood, S., Patel, A., Romero, S. A., Floyd, K., Meredith, B., Rodriguez, B., et al. (2025) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2025.5 · Cited by 8
“…in depression care supported by scientific evidence attesting to its effectiveness involves the delivery of proven psychosocial interventions by frontline providers without specialized training in mental health care delivery (Singla et al., 2017; Cuijpers et al., 2018; Raviola et al., 2019).”
Agrawal, R. N., Sood, M., Patel, A., Sharma, T., Yadav, H., Kaur, J., Kumari, S., Sharma, P. V., Shukla, V., Tripathi, B., et al. (2025) · BMC Family Practice · doi:10.1186/s12875-025-02943-6 · Cited by 7
“These interventions typically incorporate a single or a few “active ingredients” and can be delivered in a few sessions in community or primary care settings(4), or remotely, by using digital technology(5).”
Interpersonal Psychotherapy: A Review of Theory, History, and Evidence of Efficacy
Stuart, S. P., Schultz, J. M., Molina, A. P., & Siber, S. (2024) · Psychodynamic Psychiatry · doi:10.1521/pdps.2024.52.3.370 · Cited by 5
Psychotherapy for perinatal mental disorders in low- and middle-income countries
Davies, T., Rahman, A., & Lund, C. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-814932-4.00014-8 · Cited by 7
Poudyal, A., Lewis, D.-M., Taha, S., Martinez, A., Magoun, L., Ho, Y. X., Carmio, N., Naslund, J. A., Sanchez, K., Lesh, N. B., et al. (2024) · JMIR Formative Research · doi:10.2196/55205 · Cited by 5
“Worldwide, there is growing evidence of the effectiveness of psychosocial interventions delivered by FLWs who are not behavioral health specialists [21-24]; frontline interventions have demonstrated effectiveness and cost-effectiveness in addressing mental health in high-income and low-income…”
BackgroundGiguère, S., Fortier, A., Azrak, J., Giguère, C., Potvin, S., & Dumais, A. (2025) · Journal of Personalized Medicine · doi:10.3390/jpm15080338 · Cited by 5
“A previous meta-analysis on psychotherapy for depression found a significant regional difference in effect sizes ( p 0.001), with the lowest effect sizes reported in North America, Europe, and Australia, and the highest in East Asia, South Asia and the Middle East, and North Africa [62].”
InfluentialMacKinnon, D. F., & Chen, L. N. (2024) · Springer eBooks · doi:10.1007/978-3-030-51366-5_20 · Cited by 5
Scale Up Task-Sharing of Psychological Therapies
Patel, V. (2022) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.22020010 · Cited by 5
Hua, G., Yue, K., Zhu, Y., Yang, F., & Zhou, M. (2025) · BMC Psychiatry · doi:10.1186/s12888-025-07462-3 · Cited by 5
“Therefore, it is equally important to implement psychological interventions for pregnant women in these countries [61].”
Félez-Nóbrega, M., & Koyanagi, A. (2023) · International Journal of Social Psychiatry · doi:10.1177/00207640231157253 · Cited by 4
“…(LMICs) (World Health Organization, 2017), and although recent evidence has shown that psychotherapies for depression developed in Western countries may be effectively used in LMICs (Cuijpers et al., 2018), only between 7% and 21% of patients are treated in such countries (Chisholm et al., 2016).”
BackgroundMutuyimana, C., Thoma, M. V., Maercker, A. R. A., Sezibera, V., & Heim, E. (2023) · South African Journal of Psychology · doi:10.1177/00812463231186269 · Cited by 4
“Evidence shows that the treatment of PTSD, CPTSD, and depression is effective also in low-resource settings such as Rwanda (Barbui et al., 2020; Cuijpers et al., 2018).”
BackgroundAdvancing psychotherapy in psychiatry: the contribution of the WPA Section on Psychotherapy
Alfonso, C. A., Tasman, A., Jimenez, A. L., & Della, C. D. (2021) · World Psychiatry · doi:10.1002/wps.20897 · Cited by 3
Kaiser, B. N., Kaufman, J., Wall, J. T., Friis-Healy, E. A., Ayuku, D., Aarons, G. A., & Puffer, E. S. (2023) · Implementation Science Communications · doi:10.1186/s43058-023-00477-5 · Cited by 6
Metadata
- Authors
- Cuijpers, P., Karyotaki, E., Reijnders, M., Purgato, M., & Barbui, C.
- Affiliations
- Vrije Universiteit Amsterdam (NL)
- University of Verona (IT)
- Venue
- World Psychiatry
- Publisher
- Wiley
- Published
- 2018-01-19
- Volume
- 17
- Issue
- 1
- Pages
- 90-101
- ISSN
- 1723-8617 (ISSN-L)
- 2051-5545
- PMC
- PMC5775122
- OpenAlex
- W2724934802
- Cited by
- 159
- References
- 69
- Citations by year
- 2026: 6 · 2025: 12 · 2024: 27 · 2023: 28 · 2022: 19 · 2021: 26 · 2020: 18 · 2019: 14 · 2018: 8
- FWCI
- 19.35
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- World Psychiatry (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- VU Research Portal (publishedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Keywords
- depression, psychotherapy, low- and middle-income countries, cross-cultural generalizability, treatment effectiveness, publication bias, trial quality
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-10-06, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-06 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review