MétaCan
Menu
Back to cohort
Record W4220968490 · doi:10.1111/cdoe.12741

Investigation into the enablers and barriers of career satisfaction among Australian oral health therapists

2022· article· en· W4220968490 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCommunity Dentistry And Oral Epidemiology · 2022
Typearticle
Languageen
FieldHealth Professions
TopicDental Education, Practice, Research
Canadian institutionsUniversity of Toronto
FundersInternational Federation of Dental Hygienists
KeywordsScope of practiceWorkforceThematic analysisMedicineAttritionJob satisfactionContext (archaeology)BurnoutQualitative researchNursingMedical educationFamily medicineHealth carePsychologyDentistryClinical psychologySocial psychologySociology

Abstract

fetched live from OpenAlex

OBJECTIVES: This qualitative study explored the enablers and barriers of career satisfaction among Australian oral health therapists (OHTs) and the reasons behind career changes. METHODS: Participants were recruited in 2 ways: 1) recruitment posts were made on the Facebook pages of two professional groups; and 2) an email was sent to the Doctor of Dental Medicine students of the University of Sydney School of Dentistry, inviting those with OHT qualifications to participate. Each participant completed a semi-structured interview which was guided by open-ended questions. The average interview length was 45 min. All interviews were recorded, transcribed verbatim and manually coded. Thematic analysis of the qualitative data was completed using an inductive approach. RESULTS: Twenty-one OHTs participated in this study. The enablers of OHT career satisfaction include clinical practice, job variety, career flexibility, being in a supportive team environment and the opportunity for constant learning and growth. The barriers to career satisfaction include musculoskeletal problems, restrictions on the scope of practice use, psychological stress and lack of recognition from others. OHTs remain in the profession due to stable income and employment opportunities. The main reasons for retirement were burnout and pursuing dentistry. OHTs pursue dentistry to expand their scope of practice. CONCLUSION: This study revealed the enablers and barriers of OHT career satisfaction in an Australian context. OHTs are an important component of modern dental workforces, and reasons for attrition within the workforce are essential for maintaining responsiveness to community oral health needs.

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.

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)0.014
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.144
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0140.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.268
GPT teacher head0.507
Teacher spread0.239 · 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