Trial reportNature medicine2025
A vaccine chatbot intervention for parents to improve HPV vaccination uptake among middle school girls: a cluster randomized trial.
Trial report in Nature medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06227689 (Evaluation of Vaccine Chatbot on HPV Vaccine Awareness and Vaccination for Middle School Girls in China), which is not on this map. Cited by 23 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Evaluation of Vaccine Chatbot on HPV Vaccine Awareness and Vaccination for Middle School Girls in China: a Randomized Controlled Trial and Implementation Science Study
Who cites it
23 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Evidence and Future Directions for Pediatric Health Care Chatbots: Systematic Review.Journal of medical Internet research · 2026Pooled it
- Digital tools to enhance adherence to cervical cancer prevention practices: systematic review.Frontiers in public health · 2026Pooled it
- AI Chatbot Use for Human Papillomavirus Vaccine Literacy in Japan: A Randomized Clinical Trial.JAMA network open · 2026Trial
- Large Language Model Chatbot Conversations vs Public Health Materials and Parental HPV Vaccination Intentions: A Randomized Clinical Trial.JAMA network open · 2026Trial
- Trends, disparities, and multilevel interventions: A global review of HPV vaccination among university students.Human vaccines & immunotherapeutics · 2026Review
- Age- and sex-related variation in ChatGPT-4o HPV vaccine recommendation style: A fixed-prompt audit.Human vaccines & immunotherapeutics · 2026Article
- Stakeholder Experiences With the Pneumococcal Conjugate Vaccine Chatbot as a Complementary Capacity-Building Tool for Frontline Health Workers in India: Qualitative Study.JMIR formative research · 2026Article
- The Influence of Social Media Messaging on Human Papillomavirus Vaccine Attitudes and Confidence Among Adolescent Males: Group Discussion Study.JMIR cancer · 2026Article
- Vaccine communication: a critical review of foundations, challenges, and future directions.NPJ vaccines · 2026Review
- From local pilots to national policy: key issues and challenges in implementing nationwide HPV vaccination in China.The Lancet regional health. Western Pacific · 2026Review
- Online Decision Support for Implementing Evidence-Based HPV Vaccination Strategies in Texas Safety-Net Pediatric Clinics: Impact on HPV, MCV, and Tdap Initiation.Healthcare (Basel, Switzerland) · 2026Article
- Human Papillomavirus Vaccination Policies and Discourse on Social Media.JAMA health forum · 2026Article
- Epidemiology and prevention of HPV-driven cervical cancer in urban-rural China: a population-based study of 60,280 women.Scientific reports · 2026Article
- Urban-rural disparities in HPV vaccination knowledge, willingness, and uptake among women in the Tibet autonomous region: a multi-center cross-sectional study.Frontiers in public health · 2026Article
- Vaccine hesitancy in Brazil: post-pandemic challenges and the use of artificial intelligence.Revista de saude publica · 2026Article
- Training the public health workforce for generative AI: validation of the Italian Chatbot Usability Questionnaire.Frontiers in public health · 2026Article
- What can chatbot conversations reveal about vaccine concerns? An observational topic modelling study for public health infoveillance.BMJ digital health & AI · 2026Article
- Virtual medicine: medical AI in human health and diseases.Military Medical Research · 2026Review
- Factors influencing Chongqing nurses' HPV vaccination: a cross-sectional survey based on the 5C model.Frontiers in public health · 2026Article
- Artificial Intelligence in Health and Medicine: Progress, Challenges, and Recommendations.China CDC weekly · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Conversational artificial intelligence, in the form of chatbots powered by large language models, offers a new approach to facilitating human-like interactions, yet its efficacy in enhancing vaccination uptake remains under-investigated. This study assesses the effectiveness of a vaccine chatbot in improving human papillomavirus (HPV) vaccination among female middle school students aged 12-15 years across diverse socioeconomic settings in China, where HPV vaccination is primarily paid out-of-pocket. A school-based cluster randomized trial was conducted from 18 January to 31 May 2024. The study included 2,671 parents from 180 middle school classes stratified by socioeconomic setting, school and grade level in Shanghai megacity, and urban and rural regions of Anhui Province. Participants were randomly assigned to either the intervention group (90 classes, 1,294 parents), which engaged with the chatbot for two weeks, or the control group (90 classes, 1,377 parents), which received usual care. The primary outcome was the receipt or scheduled appointment of the HPV vaccine for participants' daughters. In intention-to-treat analyses, 7.1% of the intervention group met this outcome versus 1.8% of the control group (P < 0.001) over a two-week intervention period. In addition, there was a statistically significant increase in HPV vaccination-specific consultations with health professionals (49.1% versus 17.6%, P < 0.001), along with enhanced vaccine literacy (P < 0.001) and rumor discernment (P < 0.001) among participants using the chatbot. These findings indicate that the chatbot effectively increased vaccination and improved parental vaccine literacy, although further research is necessary to scale and sustain these gains. Clinical trial registration: NCT06227689 .
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.