The theoretical impact of AI-based quality evaluation of short-video health information on public cognition and treatment adherence: a case study of denosumab combined with PD-1/PD-L1 therapy for lung cancer bone metastasis

From a behavioral and cognitive perspective, the low quality of immune-oncology information on short-video platforms, coupled with algorithm-driven amplification of high-engagement but low-quality content, may exacerbate cognitive bias, potentially increasing clinical safety risks such as insufficient hypocalcemia monitoring and inadequate MRONJ prevention. Establishing a professional governance and oversight system is urgently required.

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Publication Details

Journal
Frontiers in Public Health
Published
2026-01-06
DOI
https://doi.org/10.3389/fpubh.2025.1724546
Citations
1
Primary Topic
Health Literacy and Information Accessibility
Type
article
Field-Weighted Citation Impact
46.02
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article

The theoretical impact of AI-based quality evaluation of short-video health information on public cognition and treatment adherence: a case study of denosumab combined with PD-1/PD-L1 therapy for lung cancer bone metastasis

JiaWen Wang, Jian-Jun Xun, Fei-Fei Zhao
1 citations
Frontiers in Public Health
Health Literacy and Information Accessibility
46.02
article

The theoretical impact of AI-based quality evaluation of short-video health information on public cognition and treatment adherence: a case study of denosumab combined with PD-1/PD-L1 therapy for lung cancer bone metastasis

JiaWen Wang, Jian-Jun Xun, Fei-Fei Zhao
article en
1 citations

Abstract

From a behavioral and cognitive perspective, the low quality of immune-oncology information on short-video platforms, coupled with algorithm-driven amplification of high-engagement but low-quality content, may exacerbate cognitive bias, potentially increasing clinical safety risks such as insufficient hypocalcemia monitoring and inadequate MRONJ prevention. Establishing a professional governance and oversight system is urgently required.

Frontiers in Public HealthVol. 13
Hebei Medical University (CN), Fourth Hospital of Hebei Medical University (CN)
Peace, Justice and strong institutions
Openalex Percentile: Top 1%
Health Literacy and Information Accessibility
46.02
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