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In Search of a Community: Navigating the Academic Spaces of Belonging as a Postdoctoral Fellow

2024· book-chapter· en· W4400927545 on OpenAlexaff
Juuso Henrik Nieminen, Robyn Ruttenberg-Rozen

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldHealth Professions
TopicDoctoral Education Challenges and Solutions
Canadian institutionsOntario Tech University
Fundersnot available
KeywordsAcademic communityLibrary scienceSociologyComputer science

Abstract

fetched live from OpenAlex

Abstract Postdoctoral fellowships are an important career phase for early career researchers. This part of one's career is often characterised by stress, loneliness and anxiety about the future. Moreover, postdoctoral fellowships are, by definition, individualistic and career oriented. We ask: how do postdoctoral fellowships provide the means for an academic sense of belonging – if they do? In this chapter, we explore this complex question by introducing two personal narratives of navigating the spaces of belonging (and not belonging) during postdoctoral fellowships. First, the first author (Juuso) explores his experiences as a fellow in two postdoctoral programmes. Next, the second author (Robyn) provides a supervisor's reflection. We analyse these narratives with the theoretical lens of a sense of belonging, understood as an affective, physical, social and political phenomenon. Our narratives shed light on how belonging is built within postdoctoral fellowships' often cold and lonely structures. We particularly discuss the spaces of non-belonging that might simultaneously empower and disempower postdoctoral fellows (as well as their supervisors).

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesResearch integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.597
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.008
Insufficient payload (model declined to judge)0.0020.000

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 head0.293
GPT teacher head0.566
Teacher spread0.273 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreOther

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

Citations2
Published2024
Admission routes1
Has abstractyes

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