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Evaluating potential effects of distress symptoms' interventions on suicidality: Analyses of in silico scenarios

中心性 自杀意念 苦恼 干预(咨询) 精神病理学 心理干预 人口 心理健康 心理学 精神科 临床心理学 毒物控制 医学 自杀预防 医疗急救 数学 环境卫生 组合数学
作者
Alvin Junus,Paul Yip
出处
期刊:Journal of Affective Disorders [Elsevier BV]
卷期号:347: 352-363 被引量:1
标识
DOI:10.1016/j.jad.2023.11.060
摘要

Complexity science perspectives like the network approach to psychopathology have emerged as a prominent methodological toolkit to generate novel hypotheses on complex etiologies surrounding various mental health problems and inform intervention targets. Such approach may be pivotal in advancing early intervention of suicidality among the younger generation (10-35 year-olds), the increasing burden of which needs to be reversed within a limited window of opportunity to avoid massive long-term repercussions. However, the network approach currently lends limited insight into the potential extent of proposed intervention targets' effectiveness, particularly for target outcomes in comorbid conditions.This paper proposes an in silico (i.e., computer-simulated) intervention approach that maps symptoms' complex interactions onto dynamic processes and analyzes their evolution. The proposed methodology is applied to investigate potential effects of changes in 1968 community-dwelling individuals' distress symptoms on their suicidal ideation. Analyses on specific subgroups were conducted. Results were also compared with centrality indices employed in typical network analyses.Findings concur with symptom networks' centrality indices in suggesting that timely deactivating hopelessness among distressed individuals may be instrumental in preventing distress to develop into suicidal ideation. Additionally, however, they depict nuances beyond those provided by centrality indices, e.g., among young adults, reducing nervousness and tension may have similar effectiveness as deactivating hopeless in reducing suicidal ideation.Caution is warranted when generalizing findings here to the general population.The proposed methodology may help facilitate timely agenda-setting in population mental health measures, and may also be augmented for future co-creation projects.
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