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Evolution of Social Work Knowledge Production Over 35 Years: An AI-Enabled Analysis of Trends in Empiricism, Methodology, Collaboration, Citation Patterns, and Output 35年来社会工作知识生产的演变:基于人工智能的经验主义、方法论、协作、引用模式和产出趋势分析
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2026-01-29 DOI: 10.1177/10497315261416833
Brian E. Perron, Bryan G. Victor, Zia Qi
Purpose: This study developed a comprehensive bibliographic infrastructure addressing systematic coverage gaps in social work literature indexing and examined disciplinary knowledge production patterns from 1989 to 2025. Method: Article metadata was compiled from Web of Science, Scopus, Directory of Open Access Journals, and web scraping. A small language model performed classification and extraction tasks on abstracts. Results: Analysis of 62,602 scientific articles from 88 journals (1989–2025) revealed 4.9% annual growth. Empirical research increased from 43% to 72% of publications. Methodological composition shifted from quantitative dominance (69% of empirical studies in the 1990s) to methodological pluralism (47% qualitative, 44% quantitative in the 2020s). Author collaboration increased, with mean authors per article rising from 1.85 to 3.35. Citation analysis shows 17.5% of articles remain uncited. Discussion: Findings document exponential growth alongside substantial increases in empiricism, coauthorship, and qualitative methods. Persistent challenges in citation database coverage systematically disadvantage scholarship published outside mainstream commercial indexing systems.
目的:本研究建立了一个全面的文献基础设施,以解决社会工作文献索引的系统性覆盖差距,并考察了1989 - 2025年的学科知识生产模式。方法:从Web of Science、Scopus、Directory of Open Access Journals和Web抓取中编译文章元数据。一个小的语言模型对摘要执行分类和提取任务。结果:对88种期刊62602篇科学论文(1989-2025)的分析显示,年增长率为4.9%。实证研究从43%增加到72%。方法论构成从定量主导(20世纪90年代占实证研究的69%)转向方法论多元化(到21世纪20年代定性研究占47%,定量研究占44%)。作者合作增加,每篇文章的平均作者从1.85人增加到3.35人。引用分析显示,17.5%的文章未被引用。讨论:研究结果记录了经验主义、合著性和定性方法的指数增长。引文数据库覆盖范围的持续挑战使主流商业索引系统之外发表的学术论文处于系统性劣势。
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引用次数: 0
Social Media-based Interventions to Promote Physical Activity in People with Disabilities: A Systematic Review 基于社交媒体的干预措施促进残疾人的身体活动:系统综述
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2026-01-19 DOI: 10.1177/10497315251415145
Erkan Yarımkaya, Yekta Göksel Oğur, Uğur Aydemir
Purpose: This systematic review summarized and evaluated 13 studies investigating the effectiveness of social media-based interventions to promote physical activity (PA) among people with disabilities (PWD). Methods: Findings regarding study, participant and intervention characteristics, and PA outcomes were extracted. The methodological quality of the studies was assessed using the Crowe Critical Appraisal Tool. Results: Findings regarding the effectiveness of social media-based interventions to promote PA among PWD varied, and provide the support for social media-based PA intervention benefits for people with autism spectrum disorder, attention deficit hyperactivity disorder, physical disability, and cancer patient; however, there was no support for its use in people with developmental coordination disorder. Conclusion: Social media-based interventions may have the potential to promote PA among PWD. However, to fully leverage this potential, further research is needed. This review provides valuable insights for researchers, parents, and educators seeking to promote PA among PWD.
目的:本系统综述总结并评估了13项研究,这些研究调查了基于社交媒体的干预措施对促进残疾人(PWD)身体活动(PA)的有效性。方法:提取有关研究、参与者和干预特征以及PA结果的发现。使用Crowe关键评估工具评估研究的方法学质量。结果:基于社交媒体的干预促进残疾儿童学习行为的效果存在差异,并为基于社交媒体的干预对自闭症谱系障碍、注意缺陷多动障碍、身体残疾和癌症患者的效果提供支持;然而,没有人支持将其用于患有发育协调障碍的人。结论:基于社交媒体的干预可能有促进残疾患者PA的潜力。然而,要充分利用这一潜力,还需要进一步的研究。本综述为研究人员、家长和教育工作者寻求在残疾患者中推广PA提供了有价值的见解。
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引用次数: 0
The Licensed Social Work Workforce From the 2024 Social Work Workforce Survey 来自2024年社会工作劳动力调查的持牌社会工作劳动力
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2026-01-07 DOI: 10.1177/10497315251411525
Joy J. Kim
Objectives: This study aims to provide the first national profile of the licensed social work workforce by practice category. Method: Based on a sample of 39,456 licensed social workers from the 2024 Workforce Survey, descriptive analyses examined their composition and detailed characteristics. Results: The estimated licensed workforce comprised 59% Clinical, 30% Masters, 4.53% Advanced Generalists, and 6.45% Bachelors social workers. Most positions required or preferred a social work degree and licensure. Approximately 26% of clinical social workers were self-employed. Masters social workers practiced in various settings with a focus on mental health services. Advanced Generalists often worked as administrators or program managers, while Bachelors social workers mostly worked in nonmental health settings. The median earnings for full-time, year-round licensed social workers were $67,980 for Masters, $76,220 for Advanced Generalist, and $82,400 for Clinical social workers. Conclusions: The results call for regular workforce studies to better inform stakeholders’ workforce development efforts.
目的:本研究旨在按实践类别提供第一个全国许可社会工作劳动力概况。方法:基于2024年劳动力调查中39,456名持证社会工作者的样本,对其组成和详细特征进行描述性分析。结果:执业人员中临床工占59%,硕士工占30%,高级通才工占4.53%,学士社工占6.45%。大多数职位要求或优先考虑社会工作学位和执照。约26%的临床社工是个体户。硕士社会工作者在不同的环境中实践,重点是心理健康服务。高级通才通常担任行政人员或项目经理,而学士社会工作者大多在非精神卫生机构工作。全日制、全年持证社会工作者的平均收入为硕士67,980美元,高级通才76,220美元,临床社会工作者82,400美元。结论:研究结果要求定期进行劳动力研究,以便更好地为利益相关者的劳动力发展工作提供信息。
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引用次数: 0
Gender Invariance of DASS Short Forms in Sexual Violence Survivors: An Extension 性暴力幸存者中DASS短形式的性别不变性:一个延伸
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2026-01-05 DOI: 10.1177/10497315251410188
Sung Hyun Yun
Purpose: This study, a replication and extension of previous work, evaluated six abbreviated versions of the DASS-21 to identify a psychometrically sound and gender-equitable tool for assessing emotional distress in adult survivors of sexual violence. Methods: Secondary data from 893 survivors (451 men and 442 women) were analyzed. Bootstrapped confirmatory factor analysis and multigroup CFA were used to assess model fit, reliability, concurrent validity, and gender invariance. Results: While the top-performing models achieved metric invariance, none supported scalar invariance. The two-factor DASS-10 and three-factor DASS-12a demonstrated the strongest psychometric profiles, with the DASS-10 showing the most stable model fit across both men and women. All tested short forms showed strong concurrent validity. Conclusions: The DASS-10 is recommended for rapid screening and the DASS-12a is a robust three-factor alternative. The lack of scalar invariance cautions against cross-gender mean comparisons, highlighting the need for gender-responsive interpretation in trauma-informed practice.
目的:本研究是对先前工作的复制和扩展,评估了DASS-21的六个缩略版本,以确定一种心理测量学上合理且性别平等的工具,用于评估成年性暴力幸存者的情绪困扰。方法:对893名幸存者(451名男性和442名女性)的次要资料进行分析。采用bootstrap验证性因子分析和多组CFA来评估模型拟合、信度、并发效度和性别不变性。结果:虽然表现最好的模型实现了度量不变性,但没有一个模型支持标量不变性。双因子DASS-10和三因子DASS-12a显示出最强的心理测量特征,其中DASS-10显示出最稳定的模型适合于男性和女性。所有测试的简短形式显示出较强的并发效度。结论:DASS-10被推荐用于快速筛选,DASS-12a是一个可靠的三因素替代方案。标量不变性的缺乏警告反对跨性别平均比较,强调需要在创伤知情的实践性别敏感的解释。
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引用次数: 0
Effectiveness of Training University Volunteers Supporting Children With Autism Spectrum Disorder in the Classroom—Two Single Client Studies 培训大学志愿者在课堂上支持自闭症谱系障碍儿童的有效性——两项单客户研究
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2026-01-05 DOI: 10.1177/10497315251410187
Lingyan Yang, Guangying Zhao, Jingwen Cai, Rong Shi
Purpose This study examined whether a structured online training combined with individualized supervision could enhance university volunteers’ implementation fidelity and service competence, and whether these volunteer improvements coincide with increased classroom compliance among children with autism spectrum disorder (ASD). Methods A multiple-baseline design across two children–volunteer dyads assessed changes in ten volunteers’ implementation fidelity of a prompting hierarchy combined with differential reinforcement, their perceived competence, and two target children's compliance with a routine classroom directive. Results Visual analysis indicated immediate and sustained increases in volunteers’ prompting fidelity and perceived competence, along with increased compliance from both target children. Social validity interviews suggested that the training was deemed acceptable and beneficial in resource-limited special education classroom contexts. Conclusions The findings suggest that brief, structured behavior-analytic training delivered within a social-work-supported service learning model can expand paraprofessional capacity in resource-limited classrooms, while strengthening interdisciplinary collaboration between special education and social work.
目的:本研究考察了结构化的在线培训结合个性化监督是否能提高大学志愿者的实施保真度和服务能力,以及这些志愿者的改进是否与自闭症谱系障碍儿童课堂依从性的提高相一致。方法采用多基线设计对两组儿童-志愿者进行评估,评估了10名志愿者对提示层次结合差异强化的执行保真度、他们的感知能力和两名目标儿童对常规课堂指令的依从性的变化。结果视觉分析显示,志愿者的提示忠实度和感知能力立即持续增加,同时两个目标儿童的依从性也增加。社会效度访谈表明,在资源有限的特殊教育课堂环境下,培训被认为是可接受的和有益的。研究结果表明,在社会工作支持的服务学习模式下,提供简短、结构化的行为分析培训可以在资源有限的教室中扩大辅助专业能力,同时加强特殊教育和社会工作之间的跨学科合作。
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引用次数: 0
Solution-Focused Cognitive Group Intervention on Left-Behind Children's Safety-Seeking Behaviors: A Randomized Controlled Trial 以解决方案为中心的认知团体干预对留守儿童寻求安全行为的影响:一项随机对照试验
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2026-01-05 DOI: 10.1177/10497315251410192
Tingting Li, Yujie Shen, Lei Wang, Junan Lei, Jingjing Fan
Purpose: This study aimed to investigate the effectiveness of a solution-focused cognitive group intervention (SCGI) on safety-seeking behaviors among left-behind children. Method: Seventy left-behind children were randomly assigned to the intervention and control groups. A three-stage intervention was developed based on cognitive behavioral therapy and solution-focused brief therapy. Repeated-measures analysis was used to test between/within-group effects, and linear mixed-effects models and latent change score models were employed to analyze mediating effects. Results: After intervention, the intervention group showed significantly increased perceived social support, and significantly reduced safety-seeking behaviors and loneliness. Perceived social support significantly mediated the effect on safety-seeking behaviors, while loneliness did not. At follow-up, mediating effects dissipated, though perceived social support remained negatively correlated with safety-seeking behaviors and loneliness showed a positive correlation. Discussion: The SCGI is effective in reducing safety-seeking behaviors among left-behind children. Integrating family and community support networks is necessary to enhance long-term outcomes.
目的:本研究旨在探讨以解决方案为中心的认知群体干预对留守儿童安全寻求行为的影响。方法:将70名留守儿童随机分为干预组和对照组。基于认知行为疗法和以解决方案为中心的简短疗法,制定了三阶段干预。采用重复测量分析检验组内/组间效应,采用线性混合效应模型和潜在变化评分模型分析中介效应。结果:干预后,干预组的社会支持感知显著增加,寻求安全行为和孤独感显著降低。感知到的社会支持对安全寻求行为有显著的调节作用,而孤独感没有。在随访中,虽然感知社会支持与安全寻求行为保持负相关,但中介效应逐渐消失,孤独感与安全寻求行为呈正相关。讨论:SCGI在减少留守儿童的安全寻求行为方面是有效的。整合家庭和社区支持网络对于提高长期成果是必要的。
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引用次数: 0
The Self-Identified Social Work Workforce From the U.S. Census Bureau's Household Surveys 美国人口普查局家庭调查中自我认定的社会工作人员
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2025-12-18 DOI: 10.1177/10497315251404909
Joy J. Kim
Purpose: Acknowledging the limitations of the widely used Bureau of Labor Statistics’ workforce profile, this study aimed to provide a national profile of the self-identified social work workforce and identify critical knowledge gaps about the workforce. Methods: Descriptive analyses were conducted on samples of self-identified social workers from the American Community Survey and the Current Population Survey (CPS), along with data from social work regulatory boards. Results: The self-identified workforce includes many individuals without a college degree, and most of the bachelor's-level social workers without a Bachelor's in Social Work. Comparison of CPS data with regulatory boards’ data suggests that the household survey data do not accurately estimate the size, composition, and fields of practice of the workforce identified by the profession. Conclusions : The results call for a national workforce survey of social workers who hold social work credentials to provide a more accurate profile of the professional workforce.
目的:考虑到广泛使用的劳工统计局劳动力概况的局限性,本研究旨在提供自我认定的社会工作劳动力的国家概况,并确定有关劳动力的关键知识差距。方法:对来自美国社区调查和当前人口调查(CPS)的自我认定的社会工作者样本进行描述性分析,并结合社会工作监管委员会的数据。结果:自我认同的劳动力包括许多没有大学学位的个人,大多数本科水平的社会工作者没有社会工作学士学位。CPS数据与监管委员会数据的比较表明,住户调查数据不能准确地估计该专业所确定的劳动力的规模、组成和实践领域。结论:结果要求对持有社会工作证书的社会工作者进行全国劳动力调查,以提供更准确的专业劳动力概况。
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引用次数: 0
Cultural Adaptation of Parenting Interventions: Formative Evaluation in Thailand 教养干预的文化适应:泰国的形成性评价
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2025-12-12 DOI: 10.1177/10497315251396793
Amalee McCoy, Jamie M. Lachman, Amanda Sim, Catherine L. Ward, Sombat Tapanya, Frances Gardner
Purpose: This formative evaluation examined the cultural and contextual relevance of the Parenting for Lifelong Health for Young Children program's content and delivery for the rural Thai context and its scalability within the public health system. Method: Twenty-six professionals and academics participated in interviews and focus groups to inform adaptation and testing. Data were analyzed thematically. Results: Although the intervention was generally considered relevant, tensions emerged between perceived social norms, practices, and needs. Recommendations included flexible usage of local languages as appropriate, content reflective of local culture, emphasis on positive parent–child relationship building and child participation, removal of time-out, weekend sessions, health workers as facilitators and recruiters, inclusive recruitment approaches and incentives, local primary care centers as venues, and top-down policy implementation, cross-sectoral partnerships, and model delivery centers as scale-up strategies. Discussion: These findings provide guidance on parenting intervention implementation in general in Thailand and may inform efforts to deliver them in other contexts.
目的:本形成性评估考察了泰国农村儿童终身健康养育项目的内容和交付及其在公共卫生系统中的可扩展性的文化和背景相关性。方法:26名专业人士和学者参与访谈和焦点小组,告知适应和测试。数据按主题进行分析。结果:尽管干预通常被认为是相关的,但在感知到的社会规范、实践和需求之间出现了紧张关系。建议包括酌情灵活使用当地语言,内容反映当地文化,强调积极的亲子关系建立和儿童参与,取消暂停时间,周末会议,卫生工作者作为调解人和招聘人员,包容性招聘方法和激励措施,地方初级保健中心作为场所,以及自上而下的政策实施,跨部门伙伴关系和示范分娩中心作为扩大战略。讨论:这些发现为泰国普遍实施父母干预提供了指导,并可能为在其他情况下实施这些干预的努力提供信息。
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引用次数: 0
Book Review: Handbook of Diagnosis and Treatment of DSM-5-TR Personality Disorders: Assessment, Case Conceptualization and Treatment by Sperry, L. SperryL. (2025). Handbook of Diagnosis and Treatment of DSM-5-TR Personality Disorders: Assessment, Case Conceptualization and Treatment. 4th ed. Routledge, 262 pp., $35.99. ISBN 978-1-032-61789-3 书评:《DSM-5-TR人格障碍诊断与治疗手册:评估、病例概念化和治疗》,作者:斯佩里,L.斯佩里。(2025)。《DSM-5-TR人格障碍诊断与治疗手册:评估、个案概念化与治疗》,劳特利奇出版社,第4版,262页,$35.99。ISBN 978-1-032-61789-3
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2025-12-11 DOI: 10.1177/10497315251398446
Frances H. Martinez, Joel L. Carr
{"title":"Book Review: Handbook of Diagnosis and Treatment of DSM-5-TR Personality Disorders: Assessment, Case Conceptualization and Treatment by Sperry, L. SperryL. (2025). Handbook of Diagnosis and Treatment of DSM-5-TR Personality Disorders: Assessment, Case Conceptualization and Treatment. 4th ed. Routledge, 262 pp., $35.99. ISBN 978-1-032-61789-3","authors":"Frances H. Martinez, Joel L. Carr","doi":"10.1177/10497315251398446","DOIUrl":"https://doi.org/10.1177/10497315251398446","url":null,"abstract":"","PeriodicalId":47993,"journal":{"name":"Research on Social Work Practice","volume":"33 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145730945","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Nonlicensed Social Work Workforce From the 2024 Social Work Workforce Survey 来自2024年社会工作劳动力调查的非许可社会工作劳动力
IF 1.8 4区 社会学 Q1 SOCIAL WORK Pub Date : 2025-12-11 DOI: 10.1177/10497315251404874
Joy J. Kim
Purpose: This study aimed to provide a profile of the nonlicensed social work workforce to fill crucial knowledge gaps about the workforce. Methods: Descriptive analyses were conducted on a sample of 1,625 nonlicensed social workers from the 2024 Workforce Survey. Results: Nonlicensed social workers primarily worked in individual and family services, where a social work degree was preferred but licensure was not required. About half assisted clients with limited incomes from minoritized backgrounds. Master's level social workers often served as direct service providers and administrators, whereas bachelor's level workers frequently served as case managers. Approximately 15.60% of bachelor's level and 17.23% of master's level social workers were primarily engaged in macro practitioner roles. Many were seeking more education, licensure, and career opportunities as social workers. Discussion: Future studies should examine how social work degrees and licenses help social work candidates navigate the social services and behavioral healthcare job market.
目的:本研究旨在提供无证社会工作人员的概况,以填补有关劳动力的关键知识空白。方法:对2024年劳动力调查中1625名无证社工进行描述性分析。结果:无执照社会工作者主要从事个人和家庭服务,在这些领域,社会工作学位是首选,但不需要执照。大约一半的人帮助来自少数族裔背景的收入有限的客户。硕士水平的社会工作者通常是直接的服务提供者和管理者,而本科水平的社会工作者通常是案例管理者。大约15.60%的学士级和17.23%的硕士级社会工作者主要从事宏观从业者角色。许多人都在寻求更多的教育、执照和社会工作者的职业机会。讨论:未来的研究应该检查社会工作学位和执照如何帮助社会工作候选人在社会服务和行为保健就业市场中导航。
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引用次数: 0
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Research on Social Work Practice
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