MétaCan
Menu
Back to cohort

The Instruments used to Assess Health Literacy of Prostate Cancer in Indigenous and Non-Indigenous Population: A Scoping Review

2025· review· en· W4412995059 on OpenAlexaboutno aff
Vahid Mehrnoush, Dhruv Lalkiya, Ali Hosseinzadeh, Fatemeh Darsareh, Waleed Shabana, Walid Shahrour

Bibliographic record

VenueInternational Journal of Research and Innovation in Social Science · 2025
Typereview
Languageen
FieldMedicine
TopicPublic Health and Nutrition
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousProstate cancerLiteracyPopulationHealth literacyMedicineGeographyEnvironmental healthGerontologyTraditional medicineCancerSociologyPolitical scienceHealth carePedagogyBiology

Abstract

fetched live from OpenAlex

Introduction: Prostate cancer is a major global public health concern, particularly in Canada where it is the third leading cause of cancer-related deaths among men. The economic burden associated with treating prostate cancer is substantial, and patients often experience complex and ongoing care, resulting in decreased quality of life. Indigenous populations face even greater challenges in accessing healthcare services and resources, leading to delayed diagnosis and treatment. Health literacy, the ability to understand and utilize health information, is a major predictor in quality of care and patient outcome. Despite the significance of health literacy and prostate cancer, the tools used to assess it have not been thoroughly assessed. Moreover, health literacy in indigenous populations with prostate cancer is particularly an understudied field. Aim: This scoping review aims to explore the existing health literacy tools used in prostate cancer cohorts, assess their quality, and identify gaps in the assessment of health literacy in Indigenous populations. Methods: A systematic search of Medline, Cumulative Index to Nursing and Allied Health Literature were performed and articles assessing health literacy in prostate cancer patients using a questionnaire were extracted. Results: Total of 421 articles were screened, resulting in the inclusion of 16 studies. The most employed questionnaire was the Rapid Estimate of Adult Literacy in Medicine (REALM) and its variants R-REALM and SF-REALM. Other tools included the Health Literacy Questionnaire (HLQ), Short-Test of Functional Health Literacy in Adults (S-TOFHLA), the Swedish Functional Health Literacy Scale (SFHL), Health Literacy for Iranian Adults (HELIA), Brief Health Literacy Screening tool (BHLS), and others. However, none of these tools were specifically designed for assessing health literacy in prostate cancer, and none have been validated in Indigenous populations. The domains that each questionnaire assessed were explored and their limitations were identified. Conclusion: This review provides a list of the measuring tools for prostate cancer-related health literacy. None of the tools used in the prostate cancer population were validated for indigenous people and did not consider the unique requirements of that population. Developing a tool for assessing health literacy of indigenous patients with prostate cancer has the potential to improve patient outcomes and decision-making, leading to better quality of care and disease prognosis.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.966
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.006
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.179
GPT teacher head0.599
Teacher spread0.420 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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

Explore more

Same venueInternational Journal of Research and Innovation in Social ScienceSame topicPublic Health and NutritionFrench-language works237,207