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Record W4283313799 · doi:10.1080/13639080.2022.2092607

‘Being there’: rhythmic diversity and working students

2022· article· en· W4283313799 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Education and Work · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education and Employability
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsFlourishingDiversity (politics)Work (physics)PsychologyPerceptionCertaintyHigher educationRhythmSociologyPedagogySocial psychologyMathematics educationEpistemologyPolitical science

Abstract

fetched live from OpenAlex

Although universities promote undergraduate degrees as journeys of exploration and reflection, they are also viewed by students as investments in professional careers. This paper draws on a study of 57 second-year students at a research-intensive university in Canada to explore the subjective dimensions of time and school-work rhythms in students’ everyday lives. Data suggest that most students expect to work hard, now and in the future, although their backgrounds influence perceptions of the kind of hard work required, and the magnitude and certainty of returns. Students are future-oriented and participation in term-time work is seen as a way of training for future work lives. This training involves adapting bodies to the temporal logics and rhythms of university studies and workplaces. The interplay of rhythms is experienced by some students as harmonious or ‘eurhythmic’, and by others as discordant or ‘arrhythmic’. The extent of discord is related to differences in students’ work and studies, differences in their time horizons and value calculations, and differences in family background and resources. This paper contends that understanding students’ sense-making in regard to chrono-logics and work-school rhythms is important for building a vision for higher education that better supports human flourishing.

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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.097
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.036
GPT teacher head0.351
Teacher spread0.315 · 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