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使用计算模型研究连接社会认知能力、偏见和社会隔离的轨迹。

Investigating trajectories linking social cognitive capacity, bias, and social isolation using computational modeling.

作者信息

Mąka Szymon, Wiśniewska Marcelina, Piejka Aleksandra, Chrustowicz Marta, Okruszek Łukasz

机构信息

Social Neuroscience Lab, Institute of Psychology, Polish Academy of Sciences, Warsaw 00-378, Poland.

出版信息

Soc Cogn Affect Neurosci. 2025 Jan 17;20(1). doi: 10.1093/scan/nsae088.

Abstract

Despite theoretical emphasis on loneliness affecting social information processing, empirical studies lack consensus. We previously adopted a clinical science framework to measure the association between social cognitive capacity and bias and both objective and perceived social isolation in nonclinical participants. Our prior study found that while objective social isolation is linked to both social cognitive capacity and social cognitive bias, loneliness is associated only with the latter. This study extended our previous model using a computational approach to capture implicit cognitive processes. We replicated and extended our earlier findings with a new sample of 271 participants, using neuropsychological tasks and a dot-probe paradigm that was analyzed via Drift Diffusion Model. We presented two complementary trajectories of how social cognitive bias may arise: the increased propensity to engage with salient social stimuli or a decreased information processing capacity dependent on the presence or absence of potential social threats. Furthermore, we found evidence that loneliness is associated with the time needed for perceptual processing of stimuli, both directly and indirectly, via social cognitive bias. Taken together, the complex and context-dependent nature of information processing biases observed in the current study suggests that complex and multifaceted interventions should be implemented to counter social information processing biases in lonely individuals.

摘要

尽管理论上强调孤独会影响社会信息处理,但实证研究尚未达成共识。我们之前采用临床科学框架来衡量非临床参与者的社会认知能力与偏差以及客观和感知到的社会隔离之间的关联。我们之前的研究发现,虽然客观社会隔离与社会认知能力和社会认知偏差都有关联,但孤独仅与后者相关。本研究使用计算方法扩展了我们之前的模型,以捕捉内隐认知过程。我们用271名参与者的新样本重复并扩展了我们早期的研究结果,使用神经心理学任务和通过漂移扩散模型分析的点探测范式。我们呈现了社会认知偏差可能产生的两种互补轨迹:与突出社会刺激互动的倾向增加,或取决于潜在社会威胁的存在与否而导致的信息处理能力下降。此外,我们发现有证据表明,孤独直接和间接地通过社会认知偏差与刺激的感知处理所需时间相关。综上所述,本研究中观察到的信息处理偏差的复杂和情境依赖性表明,应实施复杂且多方面的干预措施来对抗孤独个体的社会信息处理偏差。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5efa/11756555/13d46589c426/nsae088f1.jpg

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