用AI整理20年社工会议论文，揭示研究趋势与合作变化。
AI-Assisted Curation of Conference Scholarship: Compiling, Structuring, and Analyzing Two Decades of Presentations at the Society for Social Work and Research
- 用小模型自动分类摘要并提取作者信息，人工审核确保准确。
- 共收录2.38万篇论文，作者数增长50%，国际合作占比翻倍。
- 适合关注社科研究演变、会议数据分析的研究者参考。
本研究构建了社会工作与研究学会（SSWR）年度会议2005至2026年演讲摘要的综合数据库，分析了研究方法、作者构成、合作模式及机构参与度的变化。通过网络爬虫获取会议系统数据，利用小型语言模型（gpt-oss:20b）进行分类与信息抽取，并在各关键阶段进行人工校验。数据库包含23,793篇演讲，涵盖69,924个作者记录，涉及20,779名独特研究者和4,049所机构，覆盖93个国家。年会议论文数量从2005年的423篇增至2026年的1,935篇，复合年增长率达7.5%。定量方法占主导（61.1%），其次为定性（23.4%）、混合方法（9.1%）和综述类（5.4%）。每篇论文平均作者数由2005年的2.22人升至2026年的3.31人。国际作者占比从4.5%提升至13.5%。结果表明，参会规模、协作深度与国际参与均显著增长，定量研究仍占主流但定性研究比例上升。该数据库为长期研究优先级与学科发展分析提供基础设施，支持学术与会议组织的科学决策。
原文摘要 · Abstract (English)
Purpose: This study developed a comprehensive database of presentation abstracts from the Society for Social Work and Research (SSWR) Annual Conference and examined patterns in research methodology, authorship, collaboration, and institutional participation over two decades. Method: Abstract metadata was compiled from the SSWR Confex conference management system for presentations from 2005 to 2026 using web scraping. A small language model (gpt-oss:20b) performed classification and extraction tasks on abstracts, including categorization of methodologies and parsing of author affiliations, with human review at each major stage to ensure accuracy. Results: The database contains 23,793 presentations with 69,924 author records representing 20,779 unique researchers from 4,049 institutions across 93 countries. Annual conference presentations increased from 423 in 2005 to 1,935 in 2026, representing a compound annual growth rate of 7.5%. Quantitative methods predominated (61.1%), followed by qualitative approaches (23.4%), mixed methods (9.1%), and reviews (5.4%). The mean number of authors per presentation increased from 2.22 in 2005 to 3.31 in 2026. International participation grew from 4.5% to 13.5% of author affiliations over the observation period. Discussion: Findings indicate substantial growth in SSWR conference participation, alongside increased collaboration and international engagement. The methodological distribution reveals continued quantitative predominance with growing qualitative representation. This database provides research infrastructure for systematic hypothesis testing about research priorities and disciplinary development over time, enabling analyses that inform both scholarship and conference planning.
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