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Record W2121952153 · doi:10.7202/1009084ar

Supervision of Apprentices in Semiskilled Trades: Program Stipulations and Workplace Realities

2012· article· en· W2121952153 on OpenAlexaffvenueabout
Marie Laberge, Nicole Vézina, Bénédicte Calvet, Sophie Lévesque, Livann Vézina-Nadon

Bibliographic record

VenueRelations industrielles · 2012
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsUniversité du Québec à MontréalUniversité de Montréal
Fundersnot available
KeywordsApprenticeshipDocumentationGeneral partnershipWorkforceSupervisorPublic relationsIntervention (counseling)Work (physics)Vocational educationPsychologyMedical educationVariety (cybernetics)BusinessManagementPedagogyPolitical scienceEngineeringComputer scienceMedicine

Abstract

fetched live from OpenAlex

An ergonomics intervention research study was carried out with an aim to prevent workplace injury for students enrolled in the Training for a Semiskilled Trade (TST) vocational program, which was recently instituted in Quebec, Canada. The article lays out certain discrepancies between the institution-prescribed parameters for TST intern supervision and workplace realities, in order to best determine the foundations upon which workplace injury prevention programs might be based. With this goal in mind, the article outlines some aspects of the social setting encountered upon entering the workforce, specifically communications with colleagues and access to guidance and support in the workplace. Methods were based on analysis of ministerial and institutional training documentation and a two-wave data collection protocol comprising individual interviews with interns and observation of work situations to document the orientation and training process. Results showed that workplace supervisory conditions are rather different from what is described in the training program documentation. Several students, contrary to program specifications, find themselves in incidental work situations involving supervising colleagues who have unofficially elected or accidentally taken on such roles. Access to supervision and guidance is not always promptly provided, meaning young workers are left without structured help and support. Furthermore, apprentices find themselves in an incredibly diverse range of contexts and settings. Hence, it should be deemed essential to develop flexible teaching and learning tools which can apply or be adapted to a variety of contexts. The training program’s traditional supervisor-apprentice partnership model would be best revised to maximize the use of all valuable on-site resources and ensure students develop skills to stay healthy at work.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.438

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 communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.113
GPT teacher head0.456
Teacher spread0.343 · 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.

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

Citations14
Published2012
Admission routes3
Has abstractyes

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