MétaCan
Menu
Back to cohort
Record W2570279568 · doi:10.1177/2380084416685083

Are There Barriers for Professional Development of Women Dentists? A Qualitative Study in Saudi Arabia

2017· article· en· W2570279568 on OpenAlexafffund
Mona Rajeh, Belinda Nicolau, Pierre Pluye, Akram Qutob, Shahrokh Esfandiari

Bibliographic record

VenueJDR Clinical & Translational Research · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicDiversity and Career in Medicine
Canadian institutionsMcGill University
FundersMcGill University
KeywordsQualitative researchIncentiveMedicineContent analysisWork (physics)Medical educationCareer developmentFamily medicineNursingPsychologySociologyEngineering

Abstract

fetched live from OpenAlex

Globally, there is an upward trend in the number of women applying to dental schools and entering the profession of dentistry. Women dentists aim to advance their careers; however, differences exist between men and women dentists regarding leadership positions and work titles. For example, in Saudi Arabia, women usually occupy lower ranked positions than men in the Saudi public sector, and they are, therefore, paid less than their male counterparts. This study aimed to explore the possible barriers to Saudi women dentists' professional advancement using a qualitative descriptive study design. Specifically, semistructured in-depth interviews were conducted with 13 women practicing dentistry in the Makkah region of Saudi Arabia. The interviews were audio-recorded and transcribed verbatim, and the data were interpreted using qualitative content analysis (NVivo 11; QRS International). The results revealed 4 challenges that might delay the participants' career development. These include family-related challenges, sociocultural challenges, workplace challenges, and transportation issues. From this perspective, some perceived barriers to the professional development of women dentists were found that might not be unique to Saudi Arabia, and the article's suggestions and recommendations aim to minimize the effects of these barriers impeding women's advancement in dentistry in Saudi Arabia. Knowledge Transfer Statement: This study makes an important contribution to knowledge on this topic. These results will aid policy makers' efforts to create supportive work environments through gender-specific incentives that meet the current professional and family needs of women dentists, particularly those in Saudi Arabia.

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)0.008
metaresearch head score (Gemma)0.008
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 score0.028
Threshold uncertainty score0.056

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.008
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0080.004
Scholarly communication0.0030.003
Open science0.0010.003
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 head0.482
GPT teacher head0.629
Teacher spread0.147 · 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

Citations15
Published2017
Admission routes2
Has abstractyes

Explore more

Same venueJDR Clinical & Translational ResearchSame topicDiversity and Career in MedicineFrench-language works237,207