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Record W4415021340 · doi:10.5539/gjhs.v17n6p13

An Exploration of the Oral Health-Seeking Behaviour of Adults A Mixed-Methods Systematic Literature Review

2025· article· en· W4415021340 on OpenAlexvenueno aff
Timothy Chifamba, Masoud Mohammadnezhad

Bibliographic record

VenueGlobal Journal of Health Science · 2025
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsnot available
Fundersnot available
KeywordsPsychosocialSocioeconomic statusIntrapersonal communicationThematic analysisSystematic reviewInclusion (mineral)Critical appraisalQuality of life (healthcare)

Abstract

fetched live from OpenAlex

BACKGROUND: Despite oral diseases being preventable, they affect nearly half of the global population. However, it is estimated that 46% of individuals do not routinely visit the dentist. The delayed utilisation of dental services results in irreversible morbidity, reduced quality of life, loss of economic productivity, and mortality. OBJECTIVES: To assess the oral health-seeking behaviour (OHSB) of adults and explore factors influencing it. METHODS: Following the Johanna Briggs Institute (JBI) guidelines, a systematic search of PubMed, Medline, Scopus, CINAHL, and Google Scholar was conducted for articles from 2015 to 2025 that included adults aged 18 and older. Quantitative, qualitative and mixed-methods studies were included and assessed for inclusion using the JBI appraisal tools. The thematic analysis approach was used to synthesize and present findings. RESULTS: Three themes emerged regarding the OHSB of adults: the delayed use of dental services, non-utilisation of dental services, and enablers of dental service utilisation (DSU). Sub-themes emerging under delayed use of dental services were socioeconomic and psychosocial factors. Under non-utilisation of dental services, sociodemographic, intrapersonal factors and the use of alternative treatment pathways were sub-themes. Sub-themes emerging under enablers of DSU were need and health system factors. CONCLUSION: Poor OHSB of adults results in morbidity, reduced quality of life, and mortality. The avoidance of dental services is influenced by sociodemographic, intrapersonal factors and the use of alternative treatment pathways. Delayed DSU is driven by socioeconomic and psychosocial factors, and need and health system factors are enablers of DSU. However, further in-depth research is required on how social, cultural, and health system factors influence OHSB in varying contexts.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.027
metaresearch head score (Gemma)0.080
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.028
Threshold uncertainty score0.142

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.080
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0060.006
Bibliometrics0.0280.021
Science and technology studies0.0020.001
Scholarly communication0.0050.004
Open science0.0020.003
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0040.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.035
GPT teacher head0.447
Teacher spread0.413 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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