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Record W102282669

Co-operative education: A value-added approach to education at the university level.

2000· article· en· W102282669 on OpenAlexaffabout
Karen Roland

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2000
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsValue (mathematics)Higher educationEconomicsMathematicsStatisticsEconomic growth
DOInot available

Abstract

fetched live from OpenAlex

Co-operative education strategies at the baccalaureate level may allow for the contextualization of the learning process by utilizing experiential learning and career exploration. This study sought to examine the level of career-clarity or decisiveness with which students enter university, to see if the intervention of participation in a co-operative education program had an impact on the student's level of career-clarity, and if this impact could be linked to student academic performance and persistence rates. A pretest posttest design was used for the two groups of students (Co-op participants, and non-Co-op participants). A volunteer sample of 166 subjects (from Business Administration and Engineering streams) participated in the study. A general student information sheet, the Career Decision Scale, Holland's Vocational Preference Inventory, and a career-related intervention treatment were used to build profiles of the students. Relevant aspects of these profiles were compared pretest and posttest. Of particular interest was the relationship between co-op participation and academic performance including student retention in good academic standing. The findings of the study provide information for university administrators and educators concerning the importance of career-clarity, and the impact this "clarity" has on student performance, leading to persistence and increasing retention in the student population. This focus on increasing student retention rates may lead to greater recognition by university administrators of the benefits provided by educational strategies such as co-operative education. Appreciation of these benefits as a value-added approach to education, may provide the impetus to ensure a commitment for the enhancement and growth of co-operative education initiatives at the university level. Paper copy at Leddy Library: Theses & Major Papers - Basement, West Bldg. / Call Number: Thesis2000 .R65. Source: Masters Abstracts International, Volume: 40-03, page: 0550. Adviser: L. Morton. Thesis (M.Ed.)--University of Windsor (Canada), 2000.

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)0.002
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.027
GPT teacher head0.237
Teacher spread0.210 · 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 designNot applicable
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
Published2000
Admission routes2
Has abstractyes

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