长 COVID 对意大利人口心理物理状况的影响:统计和大语言模型的综合描述。

IF 3 Q1 PSYCHOLOGY, CLINICAL
Roberto Lupo, Elsa Vitale, Ludovica Panzanaro, Alessia Lezzi, Pierluigi Lezzi, Stefano Botti, Ivan Rubbi, Maicol Carvello, Antonino Calabrò, Alessandra Puglia, Luana Conte, Giorgio De Nunzio
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引用次数: 0

摘要

背景:长期 COVID 指的是在 COVID-19 急性期之后,症状和体征仍持续存在或发展:研究目的:调查意大利人感染 SARS-CoV-2 后在心理、社会和人际关系方面的长期后果:我们通过向意大利人口样本发放在线问卷,进行了一项观察性、横断面和多中心研究。通过使用简表 12 健康调查(SF-12)和 Hikikomori 量表,我们分别评估了感知的生活质量和社会隔离。问卷还包括一个开放式问题:"您对大流行期间的印象如何?我们使用生成式人工智能对相应的答案进行了分析和总结:共有 1097 人参与了此次研究。共有 79.3% 的参与者(870 人)表示曾住院治疗,62.8% 的参与者(689 人)接受了家庭护理。身体症状包括头痛(43%,n = 472)和哮喘(30.4%,n = 334)。此外,29.2%(n = 320)的人在大流行期间染上了网瘾,其中 224 人声称染上了网瘾,73 人声称染上了情感瘾。此外,51.8%(n = 568)的人在进行日常生活活动时受到限制。根据 Hikomori 量表,与其他人相比,SARS-CoV-2 阳性感染者表现出更高的孤独感(P < 0.001)。没有感染 COVID-19 的参与者则表现出更高的情感支持水平(P < 0.001)。我们通过基于自由大语言模型的程序对开放式回答进行了半自动分析,从而推断并总结出受访者对这一流行病所表达的主要感受:收集到的数据强调,迫切需要调查长期 COVID 的后果,以便实施干预措施,支持心理健康。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Effects of Long COVID on Psycho-Physical Conditions in the Italian Population: A Statistical and Large Language Model Combined Description.

Background: Long COVID refers to the persistence or development of signs and symptoms well after the acute phase of COVID-19.

Objective of the study: To investigate the long-term outcomes of the SARS-CoV-2 infection in terms of psychological, social, and relational consequences within the Italian population.

Materials and methods: We conducted an observational, cross-sectional, and multicenter study using an online questionnaire distributed to a sample of the Italian population. By utilizing the Short Form 12 Health Survey (SF-12) and the Hikikomori scale, we assessed perceived quality of life and social isolation, respectively. The questionnaire also included an open-answer question: "What will you remember about the pandemic period?". We used generative artificial intelligence to analyze and summarize the corresponding answers.

Results: A total of 1097 people participated in this study. A total of 79.3% (n = 870) of participants declared that they had been hospitalized and 62.8% (n = 689) received home care. Physical symptoms included headaches (43%, n = 472) and asthma (30.4%, n = 334). Additionally, 29.2% (n = 320) developed an addiction during the pandemic and, among these, 224 claimed internet addiction while 73 declared an emotional addiction. Furthermore, 51.8% (n = 568) experienced limitations in carrying out daily life activities. According to the Hikikomori scale, participants with positive SARS-CoV-2 infection exhibited higher levels of isolation compared to the others (p < 0.001). Participants without COVID-19 showed higher levels of emotional support (p < 0.001). Our semiautomatic analysis of the open-ended responses, obtained by a procedure based on a free large language model, allowed us to deduce and summarize the main feelings expressed by the interviewees regarding the pandemic.

Conclusions: The data collected emphasize the urgent need to investigate the consequences of long COVID in order to implement interventions to support psychological well-being.

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来源期刊
CiteScore
4.40
自引率
12.50%
发文量
111
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