A machine learning approach to investigate the role of fear of pain, personal experience, and vicarious learning in dental anxiety

These findings highlight the important role of fear of pain associated with injections in dental anxiety, and support that prior benign exposures are protective, while negative experiences increase the risk of developing dental anxiety. Our findings are also consistent with social transmission theories.

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Publication Details

Journal
BMC Oral Health
Published
2025-04-18
DOI
https://doi.org/10.1186/s12903-025-05973-9
Citations
2
Primary Topic
Dental Anxiety and Anesthesia Techniques
Type
article
Field-Weighted Citation Impact
3.58

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article

A machine learning approach to investigate the role of fear of pain, personal experience, and vicarious learning in dental anxiety

Botond László Kiss, Carlos M. Coelho, András Matuz, Béla Birkás et al.
2 citations
BMC Oral Health
Dental Anxiety and Anesthesia Techniques
3.58
article

A machine learning approach to investigate the role of fear of pain, personal experience, and vicarious learning in dental anxiety

Botond László Kiss, Carlos M. Coelho, András Matuz, Béla Birkás, Andras Norbert Zsido, Pooya Pasandideh Rahvard
article en
2 citations

Abstract

These findings highlight the important role of fear of pain associated with injections in dental anxiety, and support that prior benign exposures are protective, while negative experiences increase the risk of developing dental anxiety. Our findings are also consistent with social transmission theories.

BMC Oral HealthVol. 25(1)
Universidade dos Açores (PT), British Dental Association (GB), University of Pecs (HU)
Pécsi Tudományegyetem
Reduced inequalities
Openalex Percentile: Top 9%
Dental Anxiety and Anesthesia Techniques
3.58
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