MétaCan
Menu
Back to cohort
Record W4365144372 · doi:10.1177/0961463x221150311

“Participate or Perish”: Reckoning with the time bind of graduate student life

2023· article· en· W4365144372 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.

Bibliographic record

VenueTime & Society · 2023
Typearticle
Languageen
FieldHealth Professions
TopicDoctoral Education Challenges and Solutions
Canadian institutionsMcMaster University
Fundersnot available
KeywordsTimelineGraduate studentsProfessionalizationGraduate educationSociologyComplicityPedagogyPolitical scienceSocial scienceLawHistory

Abstract

fetched live from OpenAlex

This article revisits a graduate course I taught between 2005 and 2014, ENGLISH 779--The Times We Live In, in light of the temporal stresses of graduate student life. Thinking with Donald C. Goellnicht's 1993 article, “From novitiate culture to market economy: the professionalization of graduate students,” alongside the more recent work of several graduate students (Blanchard, Wilks and Vogan 2022, Brown 2022; Stoneman 2012; Tootonsab 2022), the article explores the increasing pressure on graduate students to engage in and record activities that are “off-the-clock” of program requirements. In particular, the article considers the contradictory celebration of graduate students' participation in extra-curricular activities that challenge the temporal dynamics of capitalism and colonialism while those dynamics continue to define performance expectations within their graduate programs. Recognizing the complicity of faculty members in exacerbating temporal stress by encouraging the incorporation of extra-curricular activism into the timelines of graduate programs, the article concludes by considering ways to revise ENGLISH 779--The Times We Live in to address more honestly, if not to loosen, the time binds of graduate student life.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.499
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.004

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 head0.409
GPT teacher head0.555
Teacher spread0.146 · 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