Evidence map›Paper›PMID 41593292›Full record

ArticleHealth & justice2026

Tipping the scales: the predictive utility of the PCE-ACE ratio for criminogenic and wellbeing outcomes in a general adult population.

Colm Walsh

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In one paragraph

Article in Health & justice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

1 author.

Colm WalshSSESW, Queen's University Belfast, Belfast, United Kingdom. Colm.walsh@qub.ac.uk.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAdverse Childhood Experiences (ACEs) and Positive Childhood Experiences (PCEs) are each independently associated with a range of adult outcomes, including mental health, substance use, and criminal justice involvement. However, few studies have examined how the balance between these experiences influences outcomes. This study explores the predictive utility of a PCE:ACE ratio. Unlike previous measures of resiliency and risk protection scales that treat risk and protective factors as parallel dimensions, the ratio is population-level heuristic intended to capture the relative balance of positive versus adverse experiences using a single relational metric. Using data from a representative sample of 1,203 adults in Northern Ireland, participants completed validated measures of 13 ACEs and 10 positive childhood experiences (PCEs) A weighted PCE:ACE ratio was calculated, and participants were categorised into high, moderate, or low ratio groups.

resultsFindings showed that a higher ratio was significantly associated with reduced odds of arrest, incarceration, school exclusion, substance use, and mental health diagnosis, even after adjusting for age, gender, and deprivation. Those in the low-ratio group had the highest rates of adverse outcomes. While the ratio offers an intuitive and accessible framework for understanding developmental balance, limitations include the potential for oversimplification of distinct ACE-PCE profiles.

conclusionsThese findings support the feasibility of a ratio-based approach that standardises balance rather than the independent accumulation of risks and strengths, and suggests that a stronger balance of protective experiences may buffer the impact of adversity. Further research is needed to explore threshold effects and interaction dynamics. However, the ratio provides a useful metric and sound basis for capturing population health and the extent to which public investment is tipped in favour of positive or less positive outcomes.

Indexed as

ACEsAdversityArrestCrimeMental healthOffendingPCEsPositive Childhood ExperiencesWellbeing

Identifiers

PMID41593292
PMCPMC12895996

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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.