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Record W4409776186 · doi:10.15408/lims.v3i2.38117

Examining The Quarter-Life Crisis of Library Science Students at UIN Sunan Kalijaga Yogyakarta Through Digital Literacy Impact

2024· article· en· W4409776186 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueLibrarianship in Muslim Societies · 2024
Typearticle
Languageen
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Digital literacyLiteracyScientific literacyPsychologySociologyMathematics educationPolitical sciencePedagogyScience educationHistory

Abstract

fetched live from OpenAlex

Rapid digital advancements present opportunities and challenges that significantly affect young adults' mental and emotional well-being. This study aims to 1) determine the level of digital literacy of UIN Sunan Kalijaga Library Science students, 2) determine the level of quarter-life crisis experienced by UIN Sunan Kalijaga Library Science students, and 3) determine the effect of digital literacy skills on quarter life crisis of UIN Sunan Kalijaga Library Science students. This research uses quantitative methods with descriptive and correlation types. The subjects are Library Science students’ classes of 2019 and 2020, and the object is the influence of digital literacy on the quarter-life crisis. Data collection was carried out using interview techniques, documentation, and questionnaires. Data were analyzed using mean, grand mean, product-moment correlation, and simple linear regression. The results of the analysis show that 1) students' digital literacy is in a very high category with a value of 3.4, 2) students experience a quarter-life crisis of 2.85 in the high category, and 3) digital literacy affects quarter-life crisis with a significance value of 0.000 <0.05. Based on the coefficient of determination, digital literacy affects 18.4% of quarter-life crises. Product moment correlation analysis shows a Pearson correlation value of -0.429, which means the higher the digital literacy, the lower the quarter-life crisis, and vice versa.

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 categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.475
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.001
Scholarly communication0.0030.010
Open science0.0030.001
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 head0.054
GPT teacher head0.354
Teacher spread0.300 · 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