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Record W7038995052

Learning from past stories of success: values, skills, and attitudes as key determinants of first year postsecondary education completion among Nunavimmiut in Montreal

2020· dissertation· en· W7038995052 on OpenAlexaboutno aff

Bibliographic record

VenueeScholarship@McGill (McGill) · 2020
Typedissertation
Languageen
FieldComputer Science
TopicMachine Learning and Data Classification
Canadian institutionsnot available
Fundersnot available
KeywordsCognitive reframingGraduation (instrument)IndigenousFeelingEthnic groupEducational attainmentHigher educationStudy skillsCareer Pathways
DOInot available

Abstract

fetched live from OpenAlex

Postsecondary Education (PSE) is a key determinant of health.Despite evidence of academic ability, Indigenous youth have the lowest PSE attainment rates of any other cultural or ethnic group.While there is a growing body of literature on barriers to graduation for Indigenous students, many institutions continue to struggle with how best to retain first year students-a critical year in setting the foundation to graduation.This is in part driven by limited research on determinants or strategies for success.Looking retrospectively at the experiences of Nunavimmiut students in their first year through semi-structured interviews and through textual analysis of public Facebook® posts, this thesis adopts an asset-based approach and identifies three key determinants for first year completion-values, skills, and attitudes.Values were elements of the PSE experience which were meaningful to students and included factors such as personal growth and healing, whereas skills were tools and competencies for success such as study skills and goal setting.Attitudes were ways of thinking or feeling towards PSE such as fostering a sense of belonging.For existing student services or those just starting out, this study provides a road map for increasing Indigenous student retention in the first year.It does this through identifying both three broad concepts supporting student success as well as concrete actions within each area which have proven helpful to past students.In addition, this study found that values, skills, and attitudes supported retention through helping students build a 'sense of place' in the PSE environment.These findings may prove useful to addressing student retention by reframing the issue as a question of "what builds sense of place on campus?"This project was approved by the Research Ethics Committee of Nunavik's school board, Kativik Ilisarniliriniq, McGill University, and John Abbott College.According to the Community Well-Being Index calculated by Statistics Canada, rather than improving over time, the gap in educational attainment between Indigenous and non-Indigenous Canadians (2/3 weighted for high school completion, 1/3 weighted for university degree completion) has grown considerably since 2001(Aboriginal Affairs and Northern Development Canada, 2015).Among Indigenous communities, addressing this education gap is seen as a priority issue, not only as a potential driver of "collective wellbeing", but also as a means to provide youth with the skills and credentials to challenge oppression and succeed in contemporary Indigenous communities (Anuik, Battiste, & George, 2010;Battiste, 2002;Castagno & Brayboy, 2008;Holmes, 2006).Rates of educational attainment vary widely in Canada, with the lowest rates of both high school and PSE completion concentrated among Inuit living in Nunavik, in Northern Quebec (see table 1).According to the 2016 census, 59.0% of Inuit ages 25-64 living in Nunavik did not hold a high school diploma, while 24.8% held a PSE diploma or degree (trades and apprenticeships represented the majority of PSE certifications, and 2.9% were at the CEGEP, college, or university level).When compared to the minority non-Inuit population living in Nunavik, 2.7% had not completed high school while 87.6% held some form of PSE certification, with a larger share of certifications at the CEGEP, college, or university level (54.1%).The gap in educational attainment between Inuit and non-Inuit in Nunavik is partly driven by non-Inuit moving North to fill jobs for which local people lack the credentials, particularly at the PSE level.Filling jobs in Northern communities with Inuit employees is linked to several determinants of health including higher income and a sense of purpose and autonomy (National Collaborating Centre for Aboriginal Health, 2017).For this reason, increasing the number of PSE degrees held by Inuit in Nunavik is an important step towards improving the health and well-being of the population.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.308
Threshold uncertainty score0.619

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.003
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.010
GPT teacher head0.253
Teacher spread0.243 · 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 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

Citations0
Published2020
Admission routes1
Has abstractyes

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