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The pivotal role of video duration in health science popularization: A mixed-methods analysis integrating machine learning and fuzzy-set qualitative comparative analysis.

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Title: The pivotal role of video duration in health science popularization: A mixed-methods analysis integrating machine learning and fuzzy-set qualitative comparative analysis.
Authors: Jiao X; School of Nursing, Lanzhou University, Lanzhou, China., Liu X; School of Nursing, Lanzhou University, Lanzhou, China., Liu M; School of Nursing, Lanzhou University, Lanzhou, China.; Department of Neurosurgery, Gansu Provincial People's Hospital, Lanzhou, China., Wang Y; School of Nursing, Lanzhou University, Lanzhou, China., Yang S; School of Nursing, Lanzhou University, Lanzhou, China., Yang X; School of Nursing, Lanzhou University, Lanzhou, China., Xie Y; School of Nursing, Lanzhou University, Lanzhou, China., Guo Y; School of Nursing, Lanzhou University, Lanzhou, China., Yan F; School of Nursing, Lanzhou University, Lanzhou, China., Zhang Y; School of Nursing, Lanzhou University, Lanzhou, China.
Source: Digital health [Digit Health] 2026 Jun 17; Vol. 12, pp. 20552076261462658. Date of Electronic Publication: 2026 Jun 17 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications Ltd Country of Publication: United States NLM ID: 101690863 Publication Model: eCollection Cited Medium: Print ISSN: 2055-2076 (Print) Linking ISSN: 20552076 NLM ISO Abbreviation: Digit Health Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: The pivotal role of video duration in health science popularization: A mixed-methods analysis integrating machine learning and fuzzy-set qualitative comparative analysis.
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  Data: <searchLink fieldCode="AU" term="%22Jiao+X%22">Jiao X</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Liu+M%22">Liu M</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.; Department of Neurosurgery, Gansu Provincial People's Hospital, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Yang+S%22">Yang S</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Yang+X%22">Yang X</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Xie+Y%22">Xie Y</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Guo+Y%22">Guo Y</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Yan+F%22">Yan F</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; School of Nursing, Lanzhou University, Lanzhou, China.
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              Text: 2026 Jun 17
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