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Generative AI for thematic analysis in a maternal health study: coding semistructured interviews using large language models 在孕产妇健康研究中用于专题分析的生成人工智能:使用大型语言模型编写半结构化访谈
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-16 DOI: 10.1111/aphw.70038
Shan Qiao, Xingyu Fang, Junbo Wang, Ran Zhang, Xiaoming Li, Yuhao Kang

Study Objectives: The coding of semistructured interview transcripts is a critical step for thematic analysis of qualitative data. However, the coding process is often labor-intensive and time-consuming. The emergence of generative artificial intelligence (GenAI) presents new opportunities to enhance the efficiency of qualitative coding. This study proposed a computational pipeline using GenAI to automatically extract themes from interview transcripts. Methods: Using transcripts from interviews conducted with maternity care providers in South Carolina, we leveraged ChatGPT for inductive coding to generate codes from interview transcripts without a predetermined coding scheme. Structured prompts were designed to instruct ChatGPT to generate and summarize codes. The performance of GenAI was evaluated by comparing the AI-generated codes with those generated manually. Results: GenAI demonstrated promise in detecting and summarizing codes from interview transcripts. ChatGPT exhibited an overall accuracy exceeding 80% in inductive coding. More impressively, GenAI reduced the time required for coding by 81%. Discussion: GenAI models are capable of efficiently processing language datasets and performing multi-level semantic identification. However, challenges such as inaccuracy, systematic biases, and privacy concerns must be acknowledged and addressed. Future research should focus on refining these models to enhance reliability and address inherent limitations associated with their application in qualitative research.

研究目的:半结构化访谈记录的编码是对定性数据进行专题分析的关键步骤。然而,编码过程通常是劳动密集型和耗时的。生成式人工智能(GenAI)的出现为提高定性编码的效率提供了新的机会。本研究提出了一个使用GenAI的计算管道,用于从访谈记录中自动提取主题。方法:使用与南卡罗来纳的产科护理提供者进行的访谈记录,我们利用ChatGPT进行归纳编码,在没有预定编码方案的情况下从访谈记录中生成代码。结构化提示被设计用来指导ChatGPT生成和总结代码。通过比较人工智能生成的代码和人工生成的代码来评估GenAI的性能。结果:GenAI在从采访记录中检测和总结代码方面表现出了希望。ChatGPT在归纳编码中显示出超过80%的总体准确率。更令人印象深刻的是,GenAI将编码所需的时间减少了81%。讨论:GenAI模型能够有效地处理语言数据集并执行多层次语义识别。然而,诸如不准确、系统性偏见和隐私问题等挑战必须得到承认和解决。未来的研究应侧重于改进这些模型,以提高可靠性,并解决其在定性研究中应用的固有局限性。
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引用次数: 0
The influence of individual-level determinants on compliance with mHealth walking suggestions and older adults' experiences: A longitudinal exploratory mixed methods study 个人层面决定因素对遵守移动健康步行建议和老年人经验的影响:一项纵向探索性混合方法研究
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-14 DOI: 10.1111/aphw.70040
Iris Maes, Julie Latomme, Tomas Vetrovsky, Jitka Kühnová, Lieze Mertens, Greet Cardon, Delfien Van Dyck

Promoting healthy aging through physical activity (PA) is crucial as the global population grows older. Traditional interventions often fail to engage older adults, underlining the need for personalized, timely approaches. Smartphone-delivered PA interventions can offer personalized support during opportune moments for behavioral change. The current study examined whether the receptivity of inactive older adults influences compliance with mHealth walking suggestions after inactivity, and explored their experiences with it. Thirty healthy older adults (mean age 73.9 years) participated in the study and answered event-based EMA questionnaires via HealthReact after each 30-minute inactivity period. Emotions, physical complaints, intention, self-efficacy, perceived walking, and environmental permissiveness were assessed. Walking suggestions followed each EMA, and semi-structured interviews were conducted post-study. Multilevel logistic regressions in R were applied, and qualitative data were thematically analyzed using NVivo. Results show that higher intention, self-efficacy, and environmental permissiveness positively correlated with compliance, while higher perceived walking negatively correlated. Participants generally found the suggestions motivating and well-timed, but some reported increased alertness and pressure. Consequently, tailoring interventions to individual needs and targeting receptive moments can enhance compliance and promote healthier aging through increased PA. Future mobile interventions should consider self-efficacy, intention, prior activity, and environmental conditions to improve effectiveness.

随着全球人口老龄化,通过身体活动促进健康老龄化至关重要。传统的干预措施往往不能让老年人参与进来,因此需要采取个性化、及时的方法。智能手机提供的PA干预可以在适当的时刻为行为改变提供个性化的支持。目前的研究调查了不运动的老年人的接受度是否会影响他们在不运动后对移动健康建议的依从性,并探讨了他们的经历。30名健康的老年人(平均年龄73.9岁)参加了这项研究,并在每30分钟不活动后通过HealthReact回答了基于事件的EMA问卷。评估了情绪、身体抱怨、意图、自我效能、感知行走和环境许可。每个EMA都遵循步行建议,并在研究后进行半结构化访谈。采用R中的多水平逻辑回归,并使用NVivo对定性数据进行主题分析。结果表明,较高的意愿、自我效能和环境许可度与依从性呈正相关,而较高的步行感知与依从性呈负相关。参与者普遍认为这些建议很有激励作用,也很及时,但一些人表示,这些建议提高了他们的警觉性和压力。因此,根据个人需求定制干预措施,并针对接受时刻,可以通过增加PA来提高依从性并促进健康老龄化。未来的移动干预应考虑自我效能、意图、先前的活动和环境条件,以提高有效性。
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引用次数: 0
Peer influence on adolescents' physical activity: A dual-process perspective 同伴对青少年体育活动的影响:双过程视角
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-14 DOI: 10.1111/aphw.70042
Xinyi Nie, Yongjun Zhou, Shasha Pan, Yixi Lin, Ruohong Cao, Jingxin Liu, Youjie Zhang

Inadequate physical activity poses significant health threats to young people. Adolescents are at a developmental stage characterized by heightened impulsivity, which may limit the explanatory power of rational behavior theories in this population. This study developed an integrated model to explain adolescents' physical activity while examining the mechanism of peer influence from a dual-process perspective. The hypothetical model integrated the Theory of Planned Behavior with constructs from social, reactive, and habit theories and was tested using a two-wave prospective correlational survey design. Participants (n = 638) completed a baseline questionnaire assessing all psychological constructs. One week later, participants reported their time spent in physical activity over the past week in a follow-up questionnaire. Structural equation modeling was used to evaluate model fit and predictive utility. The model explained 14.6%, 7.1%, and 18.4% of the variances in averaged overall, weekday, and weekend physical activity levels, respectively. The latent variable of automaticity, representing impulsive processing, significantly explained adolescents' physical activity, while the reflective pathway through intention was not statistically significant. In addition, physical activity was statistically significantly explained by prototype favorability and prototype similarity via the impulsive pathway. Combining strategies to modify peer influence and impulsive processing is suggested for promoting adolescents' physical activity.

身体活动不足对青年人的健康构成重大威胁。青少年正处于一个以冲动为特征的发展阶段,这可能会限制理性行为理论在这一人群中的解释力。本研究建立了一个综合模型来解释青少年的身体活动,并从双过程的角度考察同伴影响的机制。该假设模型将计划行为理论与社会、反应性和习惯理论相结合,并使用两波前瞻性相关调查设计进行了测试。参与者(n = 638)完成了一份评估所有心理构念的基线问卷。一周后,参与者在一份后续调查问卷中报告了他们在过去一周中花在体育活动上的时间。采用结构方程模型评估模型拟合和预测效用。该模型分别解释了14.6%、7.1%和18.4%的平均总体、工作日和周末身体活动水平差异。代表冲动性加工的自动性潜变量对青少年体育活动有显著解释,而通过意向的反射通路对青少年体育活动的解释无统计学意义。原型好感度和原型相似度对体力活动有显著的解释作用。建议将同伴影响与冲动加工相结合的策略用于促进青少年体育活动。
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引用次数: 0
The association between life satisfaction, depressive symptoms, and common comorbid disorders during the COVID-19 pandemic COVID-19大流行期间生活满意度、抑郁症状和常见合并症之间的关系
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-08 DOI: 10.1111/aphw.70035
Yi Lin Chen, Xi Wen Ding, Yin Chen, Yuan Chen, Ayizuhere Aierken, Ying Li

This study aimed to investigate the associations among life satisfaction, depressive symptoms, and common comorbid disorders during the COVID-19 pandemic. This combined cross-sectional and longitudinal study pooled national-level data from the 2021 Health and Retirement Study Perspectives on the Pandemic in the United States and the Big Data Drove Mental Health study in China. A total of 2,036 participants were included in this cross-sectional study conducted from July 2020 to August 2022. In this longitudinal prospective study, 4,503 participants were eligible for participation from January 2018 to June 2022. Life satisfaction was measured using five items from the Satisfaction with Life Scale. In a cross-sectional study, life satisfaction was found to be negatively associated with depressive symptoms, and depressive symptoms were comorbid with loneliness, anxiety, and dependency. The causal association between life satisfaction, depressive symptoms, and depressive symptoms comorbid with disorders was confirmed in a longitudinal prospective study. Low levels of life satisfaction increased the prevalence of comorbid disorders by 42.9% during the COVID-19 pandemic. Life satisfaction has played an important role during the COVID-19 pandemic and can be an effective strategy for depressive symptoms and depressive symptoms comorbid with disorder interventions among older adults.

本研究旨在探讨COVID-19大流行期间生活满意度、抑郁症状和常见合并症之间的关系。这项综合横向和纵向研究汇集了2021年美国健康和退休研究视角和中国大数据驱动的心理健康研究的国家级数据。从2020年7月到2022年8月,共有2036名参与者参与了这项横断面研究。在这项纵向前瞻性研究中,从2018年1月到2022年6月,4503名参与者有资格参加。生活满意度是用生活满意度量表中的五个项目来衡量的。在一项横断面研究中,发现生活满意度与抑郁症状呈负相关,抑郁症状与孤独、焦虑和依赖共病。一项纵向前瞻性研究证实了生活满意度、抑郁症状和抑郁症状与疾病共病之间的因果关系。在2019冠状病毒病大流行期间,低水平的生活满意度使共病患病率增加了42.9%。在2019冠状病毒病大流行期间,生活满意度发挥了重要作用,可以成为老年人抑郁症状和抑郁症状伴随障碍干预措施的有效策略。
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引用次数: 0
The ‘healthy = sustainable’ heuristic: Effects of health and sustainability labels on perceived sustainability and healthiness of foods “健康=可持续”启发式:健康和可持续性标签对食品可持续性和健康的影响
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-07 DOI: 10.1111/aphw.70031
Katharina N. Eichin, Agnes Effert, Britta Renner, Gudrun Sproesser

Studies show that foods perceived as healthier are often also seen as more sustainable, suggesting a ‘healthy = sustainable’ heuristic. However, the direction of this effect remains unclear. This study aims to investigate (1) whether perceived healthiness influences perceived sustainability or whether the reverse effect occurs and (2) whether inter-individual differences, such as health interest, moderate these effects.

In an online study, participants (n = 712) were shown pictures of foods with high or low healthiness indices and asked to rate their sustainability. Conversely, they were also shown pictures of foods with high or low sustainability indices and asked to rate their healthiness. Additionally, participants' interest in health and sustainability and their belief in a relationship between the healthiness and sustainability of foods were measured. Exploratory analyses included label credibility as a control variable.

Foods with a higher healthiness index were perceived as more sustainable (effect size: δ = 0.39; [CI: 0.36; 0.41]). Similarly, higher sustainability indices led to higher healthiness ratings (effect size: δ = 0.22; [CI: 0.20; 0.24]). Moderating effects of interests were small and dependent on whether label credibility was accounted for.

The results support the assumption of a ‘healthy = sustainable’ heuristic, indicating that the effect is bidirectional. The implications for food labelling are discussed.

研究表明,被认为更健康的食物往往也被认为更可持续,这表明了“健康=可持续”的启发。然而,这种影响的方向仍不清楚。本研究旨在探讨(1)感知健康是否会影响感知可持续性,或者是否会发生相反的影响;(2)个体间差异,如健康兴趣,是否会调节这些影响。在一项在线研究中,研究人员向参与者(n = 712)展示了健康指数高或低的食物图片,并要求他们对这些食物的可持续性进行评价。相反,研究人员还向他们展示了可持续性指数高或低的食物的图片,并要求他们对这些食物的健康程度进行评分。此外,研究人员还测量了参与者对健康和可持续性的兴趣,以及他们对食物健康和可持续性之间关系的信念。探索性分析包括标签可信度作为控制变量。健康指数较高的食物被认为更具可持续性(效应值:δ = 0.39;(CI: 0.36;0.41])。同样,较高的可持续性指数导致较高的健康评级(效应值:δ = 0.22;(CI: 0.20;0.24])。兴趣的调节作用很小,并且依赖于是否考虑了标签可信度。结果支持“健康=可持续”启发式的假设,表明影响是双向的。讨论了对食品标签的影响。
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引用次数: 0
Development and testing of the nightscape affect index 夜景影响指数的开发与测试
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-07 DOI: 10.1111/aphw.70036
Ming Gao, Xun Zhu

Despite growing evidence linking urban landscapes to human affect, there remains limited understanding of which environmental aspects of landscapes contribute to positive affect and how they exert their influence. Moreover, the role and significance of urban nightscapes have been largely underexplored. To investigate the affective connections between nighttime environments and individuals, a psychometric tool—the Nightscape Affect Index (NAI)—was designed, developed, and validated. The NAI was systematically assessed for its psychometric properties, including reliability, factor structure, and subsequent retest validation. Comprising three subscales—nightscape attraction, adaptation, and attachment—the NAI demonstrated strong internal consistency and excellent reliability. The scale also provided robust evidence for convergent, discriminant, and structural validity. We discuss how the NAI can be applied in both research and practice to enhance our understanding of the relationship between urban nightscapes and public affective responses, as well as its potential in evaluating the effectiveness of interventions and strategies to reduce light pollution.

尽管越来越多的证据将城市景观与人类影响联系起来,但对于景观的哪些环境方面有助于产生积极影响以及它们如何发挥影响,人们的理解仍然有限。此外,城市夜景的作用和意义在很大程度上没有得到充分的探索。为了研究夜间环境与个体之间的情感联系,我们设计、开发并验证了一种心理测量工具——夜景影响指数(Nightscape Affect Index, NAI)。系统地评估了NAI的心理测量特性,包括信度、因素结构和随后的重测验证。由夜景吸引力、适应性和依恋三个分量表组成的NAI具有较强的内部一致性和良好的信度。该量表还提供了收敛效度、判别效度和结构效度的有力证据。我们讨论了如何将NAI应用于研究和实践中,以增强我们对城市夜景与公众情感反应之间关系的理解,以及它在评估减少光污染的干预措施和策略的有效性方面的潜力。
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引用次数: 0
The psychology of a thank-you gift: Who gives it and why? 感谢礼物的心理学:谁送的,为什么送?
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-07 DOI: 10.1111/aphw.70030
Shigehiro Oishi, Minha Lee, Minkyung Koo, Youngjae Cha

Why do some people give a thank-you gift, while others do not? What are the predictors of thank-you gift-giving? We conducted three studies to examine the relative predictive values of indebtedness, gratitude, fondness, and respect in gift-giving. In Study 1 (N = 120), participants read two scenarios that depict two high school teachers and imagined how much gratitude, indebtedness, fondness, and respect they would feel toward each teacher and whether they would give a thank-you gift upon graduation. A multiple regression analysis showed that indebtedness was the only predictor of a thank-you gift. In Study 2 (N = 327, pre-registered), we directly replicated the results of Study 1. In Study 3 (N = 561, pre-registered), we asked participants to identify up to three high school teachers who wrote them recommendation letters and to state whether they gave them a thank-you gift. Replicating Studies 1 and 2, a multilevel analysis showed that indebtedness uniquely predicted whom participants gave a thank-you gift. A thank-you gift seems to be best predicted by the emotion of indebtedness.

为什么有些人送感谢礼物,而有些人不送?什么是表达感谢的礼物的预测因素?我们进行了三项研究,以检验负债、感激、喜爱和尊重在送礼中的相对预测价值。在研究1 (N = 120)中,参与者阅读了两个描述两位高中老师的场景,并想象他们对每位老师的感激、负债、喜爱和尊重程度,以及他们是否会在毕业时赠送感谢礼物。多元回归分析显示,负债是唯一的预测因子。在研究2中(N = 327,预注册),我们直接重复了研究1的结果。在研究3 (N = 561,预注册)中,我们要求参与者找出最多三位给他们写推荐信的高中老师,并说明他们是否给了他们感谢礼物。重复研究1和2,一项多层次分析表明,负债率独特地预测了参与者赠送感谢礼物的人。一份感谢礼物似乎最好是由负债的情绪来预测的。
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引用次数: 0
Savoring promotes a balanced time perspective and subjective well-being among university students: Evidence from a cross-sectional study and an intervention study 品味促进大学生平衡时间观和主观幸福感:来自横断面研究和干预研究的证据
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-05-07 DOI: 10.1111/aphw.70039
Mengying Gao, Intan Hashimah Mohd Hashim, Shahla Ostovar

Savoring and balanced time perspective are two time-based constructs linked to subjective well-being (including life satisfaction, and positive and negative affect). However, their interaction and joint impact on subjective well-being remain underexplored. This study investigates the relationships among three variables across two studies. In Study 1 (N = 395), a cross-sectional design was employed to investigate both direct and indirect links between savoring, balanced time perspective, and subjective well-being, emphasizing the mediating role of balanced time perspective. The results revealed direct relationships between variables, with a balanced time perspective mediating the influence of savoring on life satisfaction and positive affect, but not on negative affect. Study 2 (N = 127) employed a 14-day savoring intervention to evaluate its effects on three variables. The intervention group showed significant improvements in savoring, balanced time perspective, life satisfaction, and positive affect, along with reductions in negative affect. Mediation analysis revealed that the savoring intervention indirectly enhanced life satisfaction through a balanced time perspective, while directly influencing positive and negative affect. These findings highlight the interconnected roles of savoring and balanced time perspective in enhancing subjective well-being, offering a temporal framework to better understand and improve subjective well-being.

品味时间观和平衡时间观是与主观幸福感(包括生活满意度、积极影响和消极影响)相关的两个基于时间的构念。然而,它们的相互作用和对主观幸福感的共同影响仍未得到充分探讨。本研究调查了两个研究中三个变量之间的关系。在研究1 (N = 395)中,采用横断面设计研究品味、平衡时间视角与主观幸福感之间的直接和间接联系,强调平衡时间视角的中介作用。结果显示,变量之间存在直接关系,平衡的时间视角在品味对生活满意度和积极影响的影响中起中介作用,而对消极影响没有中介作用。研究2 (N = 127)采用为期14天的品尝干预来评估其对三个变量的影响。干预组在品味、平衡时间观、生活满意度和积极影响方面有显著改善,负面影响也有所减少。中介分析显示,品味干预通过平衡时间视角间接提高生活满意度,并直接影响积极和消极情绪。这些发现强调了品味和平衡时间观在增强主观幸福感中的相互作用,为更好地理解和提高主观幸福感提供了一个时间框架。
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引用次数: 0
Assessing the effectiveness of emotion-focused online intervention in mitigating compassion fatigue and enhancing compassion satisfaction among helping professionals 评估以情绪为中心的在线干预在帮助专业人员中缓解同情疲劳和提高同情满意度的有效性
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-04-24 DOI: 10.1111/aphw.70032
Júlia Halamová, Martin Kanovský, Katarína Greškovičová, Katarina Krizova, Bronislava Šoková

This study aimed to assess the effectiveness of a newly developed Emotion-Focused Training for Helping Professions in addressing levels of compassion fatigue, compassion satisfaction and self-criticism, both in the short and long term. A randomized controlled trial was conducted, with 667 participants recruited and randomly assigned to either the experimental active or control passive group ending up with 370 participants at follow-up measurement. The experimental group underwent a 14-day asynchronous online training program delivered via email, while the control group did not engage in any specific task except for the pre-, post- and follow-up assessments. The results from the linear mixed effects model analyses indicated significant group-by-time interactions for The Forms of Self-Criticizing/Attacking & Self-Reassuring Scale, and for The Compassion Satisfaction and Compassion Fatigue Scale. Specifically, participants in the Emotion-Focused Training for Helping Professions group exhibited a notable reduction in self-criticism and a notable increase in self-compassion and compassion satisfaction over time. The participants' scores of compassion fatigue decreased in both intervention as well as control groups; therefore, the group-by-time interaction was not significant. The findings suggest that the novel Emotion-Focused Training for Helping Professions intervention holds promise in effectively mitigating self-criticism while fostering greater compassion satisfaction and self-reassurance/self-compassion among helping professionals.

本研究旨在评估新开发的以情感为中心的助人职业培训在解决短期和长期同情疲劳、同情满足和自我批评水平方面的有效性。研究人员进行了一项随机对照试验,招募了667名参与者,并将他们随机分配到实验积极组和控制被动组,最终在随访测量中有370名参与者。实验组通过电子邮件接受了为期14天的异步在线培训计划,而对照组除了进行前、后和随访评估外,没有参与任何特定任务。线性混合效应模型分析的结果表明,自我批评/攻击的形式存在显著的群体-时间交互作用;自我安慰量表,以及同情满意度和同情疲劳量表。具体来说,随着时间的推移,以情绪为中心的帮助人培训组的参与者表现出自我批评的显著减少,自我同情和同情满意度的显著增加。干预组和对照组的同情疲劳得分均有所下降;因此,按时间分组的交互作用不显著。研究结果表明,新的以情绪为中心的帮助专业人员培训干预有望有效地减轻自我批评,同时培养更多的同情满意度和自我安慰/自我同情的帮助专业人员。
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引用次数: 0
The rise of artificial intelligence for cognitive behavioral therapy: A bibliometric overview 认知行为治疗中人工智能的兴起:文献计量学综述
IF 3.6 2区 心理学 Q1 PSYCHOLOGY, APPLIED Pub Date : 2025-04-24 DOI: 10.1111/aphw.70033
Loïs Vanhée, Gerhard Andersson, Danilo Garcia, Sverker Sikström

Recent years have seen a sharply rising interest in the scientific area dedicated to the study of the use of Artificial Intelligence (AI) for Cognitive Behavioral Therapy (CBT) research and applications (AI4CBT for brevity). Yet, little is known about how this interest is realized and hence the overall status, prospects, and possible challenges of AI4CBT as a field (e.g. breadth of the field, key topics and methods, key producing countries/institutions/authors, interdisciplinary grounding). This paper addresses this gap by developing a broad-spectrum bibliometric analysis towards acquiring a comprehensive overview of the AI4CBT field. Four key dimensions are analyzed (productivity, producers, productions, and contents) along the array of bibliographic metrics, including production trends over time, leading contributors at various levels, co-authorship, citation, and keywords co-occurrence networks, publication formats, key venues, methodological trends, and disciplinary assessment. The paper concludes by framing the status of AI4CBT as a scientific field, allowing to tie it to scientific and applicative challenges and opportunities that AI4CBT may encounter and offer as it further develops.

近年来,人们对人工智能(AI)用于认知行为治疗(CBT)研究和应用(简称AI4CBT)的科学领域的兴趣急剧上升。然而,很少有人知道这种兴趣是如何实现的,因此AI4CBT作为一个领域的总体状况、前景和可能的挑战(例如,领域的广度、关键主题和方法、主要生产国/机构/作者、跨学科基础)。本文通过开发广谱文献计量学分析来解决这一差距,以获得AI4CBT领域的全面概述。本文分析了四个关键维度(生产力、生产者、产品和内容),以及一系列书目指标,包括随时间推移的生产趋势、不同层次的主要贡献者、合著者、引文和关键词共现网络、出版格式、关键场所、方法趋势和学科评估。本文的结论是将AI4CBT作为一个科学领域,将其与AI4CBT在进一步发展中可能遇到的科学和应用挑战和机遇联系起来。
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引用次数: 0
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