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Record W4410554459 · doi:10.1177/00084174251340644

Exploring Textured Hair Care as a Meaningful Occupation: A Thematic Analysis

2025· article· en· W4410554459 on OpenAlexvenueaboutno aff
Christina MacDonald, Esme Kurulak, Roseleen John

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2025
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsnot available
Fundersnot available
KeywordsThematic analysisOccupational therapyFocus groupContext (archaeology)Qualitative researchPsychologyPerceptionPhoto elicitationHair careHealth careNursingMedical educationMedicineSociologyPolitical sciencePsychiatryGeography

Abstract

fetched live from OpenAlex

Background. Current health and occupational therapy literature lacks discussion on textured hair care as a meaningful occupation. In the Canadian context, this topic remains unexplored. Purpose . The purpose of this study is to explore textured hair care as a meaningful occupation through experiences and perceptions of Canadian occupational therapists and occupational therapist assistants who identify as Black or Mixed race. Method . A qualitative thematic design was adopted; 11 occupational therapists and one occupational therapist assistant were interviewed. Interviews were transcribed and subsequently coded. Themes and subthemes were identified using thematic analysis. Seven participants engaged in a focus group to confirm preliminary findings. Findings . Five main themes were identified: textured hair is diverse, personal perceptions of textured hair, societal perceptions of textured hair, barriers to participating in textured hair care and addressing knowledge gaps in the profession. All themes are accompanied by subthemes. Conclusion . All participants acknowledged textured hair as a meaningful yet under-addressed occupation. This study begins a critical conversation based on lived experiences with textured hair to promote culturally safer research, education, and practice.

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)0.023
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.158
Threshold uncertainty score0.314

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0230.019
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.008
Science and technology studies0.0120.011
Scholarly communication0.0060.003
Open science0.0030.006
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.478
GPT teacher head0.532
Teacher spread0.054 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations1
Published2025
Admission routes2
Has abstractyes

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