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Estimating Treatment Effect Heterogeneity in Psychiatry: A Review and Tutorial With Causal Forests

International Journal of Methods in Psychiatric Research(2025)10.1002/mpr.70015Source: DataRank Database

Estimating Treatment Effect Heterogeneity in Psychiatry: A Review and Tutorial With Causal Forests is a research paper published in International Journal of Methods in Psychiatric Research (2025). On theSindex it has a DataRank of 0. It has been cited 23 times.

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0DataRank · unranked

Scored on demand from live citation data

Open Access23 citations

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›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Funding (3 grants)Impact (FWCI 32.71)OA: goldTopics (43)IDs (PubMed, OpenAlex)SDGs (1)

FAIR Checklist

Context only (not used in score)

Findable (1/2)

Has DOI

Accessible (1/2)

Open Access

Interoperable (0/2)

Reusable (0/3)

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Authors (3)

Maria Petukhova ORCID,Stefan Wager ORCID,Erik Sverdrup ORCID

Live enrichment

PubMed:40178041 OpenAlex:https://openalex.org/W4409147717

National Institute of Mental Health

Grant: U01MH087981

U.S. Department of Defense

Grant: HU0001‐15‐2‐0004

National Institutes of Health

Grant: 5U01MH087981-04

Modifiable Risk and Protective Factors for Suicidal Behaviors in the US Army

FWCI

32.71

Citation Percentile

1.0%

Citation Trend

2025

2026

goldLicense: cc-by

journalhttps://doi.org/10.1002/mpr.70015

publisherhttps://doi.org/10.1002/mpr.70015

publisherhttps://onlinelibrary.wiley.com/doi/pdf/10.1002/mpr.70015

repositoryhttps://pubmed.ncbi.nlm.nih.gov/40178041

repositoryhttps://research.monash.edu/en/publications/3effed86-06ba-4ffd-8eba-32e334fd5085

Fields of Study

Advanced Causal Inference TechniquesMental Health Research TopicsPosttraumatic Stress Disorder Research01 natural sciences0101 mathematics

MeSH Terms

Machine LearningTreatment Effect HeterogeneityAlgorithmsData Interpretation, StatisticalHumansMilitary PersonnelPsychiatryOutcome Assessment, Health Care

Keywords

Random forestComputer scienceReplication (statistics)Observational studyMachine learningEstimationTree (set theory)Artificial intelligenceSelection (genetic algorithm)EconometricsData sciencePsychologyStatisticsMathematicsEngineeringPsychiatryTreatment Effect HeterogeneityFOS: Computer and information sciencesNeurosciences. Biological psychiatry. NeuropsychiatryStatistics - ApplicationsMilitary PersonnelData Interpretation, StatisticalLong Didactic PaperOutcome Assessment, Health CareHumansApplications (stat.AP)causal inferencetreatment heterogeneityAlgorithmsRC321-571

Sustainable Development Goals

SDG 0: Life in Land