MétaCan
Menu
Back to cohort
Record W3208328812

Understanding Young Women’s Experiences of Barriers in High School Physics Education

2020· article· en· W3208328812 on OpenAlexaffabout
Lindsay Mainhood

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicCareer Development and Diversity
Canadian institutionsQueen's University
Fundersnot available
KeywordsPhysics educationIdentity (music)Focus groupQualitative researchPerceptionPedagogyPsychologyMathematics educationPhysicsSociologySocial science
DOInot available

Abstract

fetched live from OpenAlex

This paper reports results of a qualitative study that aimed to understand how young women experience barriers in their high school physics education. The bases of the research include the longstanding issue of underrepresentation of women in physics in Canada, prevalent themes on the gender gap identified throughout physics education research, and the gap in literature that provides an explanation of young women’s experiences with barriers encountered in their high school physics education. Social cognitive career theory and the concept of physics identity provide a lens through which students’ experiences of barriers are described. Focus group and interview results concern students’ perceptions, experiences, identity, and gender. Young women’s stories reveal challenges, differences, and consequences of being a young woman in high school physics. The paper brings in student voice, practice-oriented recommendations for physics educators, and research-based knowledge for the advancement of equitable physics education.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.516
Threshold uncertainty score0.990

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.003
Open science0.0020.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0110.000

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 head0.371
GPT teacher head0.518
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 teacher head, not a consensus.

Study designObservational
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
Published2020
Admission routes2
Has abstractyes

Explore more

Same venueDOAJ (DOAJ: Directory of Open Access Journals)Same topicCareer Development and DiversityFrench-language works237,207