实用教训,利用社交媒体健康研究通过数字数据捐赠后API访问的实用教训
Leo Thorbecke1,2, Anish K Agarwal2,3,4, Sharath Chandra Guntuku1,2,4
1Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA USA.
npj digital public health
|February 4, 2026
概括
社交媒体数据对健康研究有价值,但访问量正在下降. 这项研究提供了四种策略,包括数据捐赠,以克服平台变化和数据可用性挑战,用于未来的研究.
科学领域:
- 公共卫生 公共卫生
- 数字健康数字健康
- 数据科学数据科学数据科学
背景情况:
- 社交媒体平台提供实时,大规模的数据,对健康研究有价值.
- 越来越多的平台限制威胁着基于社交媒体的健康研究的连续性.
- 平台的演变和数据可用性的波动带来了重大挑战.
研究的目的:
- 识别和呈现实用策略,在健康研究中获取和利用社交媒体数据.
- 为应对平台变化和数据可用性所带来的挑战.
- 促进使用数据捐赠作为一个关键战略.
主要方法:
- 描述了社交媒体数据访问和使用的挑战.
- 为数据采集和利用提出了四种务实策略.
- 专注于数据捐赠作为一个可行的方法.
主要成果:
- 确定平台的活力和数据的可用性是关键的研究障碍.
- 概述了四个可行的策略,以减轻这些挑战.
- 突出了数据捐赠作为持续研究的潜在解决方案.
结论:
- 社交媒体仍然是公共卫生的关键数据来源.
- 需要采取积极的策略,以确保持续访问社交媒体数据.
- 数据捐赠模型为未来的社交媒体健康研究提供了一个有希望的途径.
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