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Record W4417485318 · doi:10.33137/ijournal.v11i1.46623

“Information is everywhere and all encompassing”

2025· article· W4417485318 on OpenAlexvenueaboutno aff
Alexandra Landy

Bibliographic record

VenueThe iJournal Student Journal of the Faculty of Information · 2025
Typearticle
Language
FieldSocial Sciences
TopicLibrary Science and Information Literacy
Canadian institutionsnot available
Fundersnot available
KeywordsVariety (cybernetics)Field (mathematics)NarrativeEthnographyRepresentation (politics)Information scienceInformation behaviorInformation system

Abstract

fetched live from OpenAlex

What is information? This question echoes through the field of information science and the many attempts at defining the essence of the field are well documented. For graduate students entering the field, answering this question is an intimidating prospect. This paper presents an exploratory, ethnographic study as a thematic narrative exploring the way three first-year library and information science (LIS) students at the University of Toronto’s Faculty of Information conceptualize information and how the iSchool environment—in which diverse approaches to studying information beyond LIS are present— has impacted their perspective. An extension of the draw-and-write technique was used to have participants create a visual representation of their current understanding of information and how they would have conceptualized it before becoming an iSchool student. Paired with guided tours of the iSchool environment, participants conveyed that information was messy and manifests through a variety of behaviours and sources. The iSchool environment provides information and students pay attention to the values and aesthetics conveyed through physical and digital interactions with the Faculty. Ultimately, the paper argues that students go beyond recognizing how their own understanding of “information” is influenced by their time at the iSchool and come to appreciate diverse perspectives that exist within their cohort and the field while embracing the complex and at times messy nature of information.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.574
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0020.048
Open science0.0020.000
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 head0.015
GPT teacher head0.322
Teacher spread0.307 · 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; both teacher heads agree on what is shown here.

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
Published2025
Admission routes2
Has abstractyes

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