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Record W7154579810 · doi:10.47945/publik.v4i2.2534

Pendekatan Psikodiagnostik dalam Mengkaji Quarter Life Crisis pada Mahasiswa Generasi Z Tingkat Akhir

2025· article· W7154579810 on OpenAlexaboutno aff
Muhammad Ardian, Syafiq Abdillah Abdillah, Muh. Nasir Raharusun

Bibliographic record

VenuePUBLIK Publikasi Layanan Bimbingan dan Konseling Islam · 2025
Typearticle
Language
FieldPsychology
TopicIdentity, Memory, and Therapy
Canadian institutionsnot available
Fundersnot available
KeywordsFeelingPsychosocialPhenomenonSubject (documents)Qualitative researchIdentity (music)Quarter (Canadian coin)Social support

Abstract

fetched live from OpenAlex

The Quarter-Life Crisis (QLC) phenomenon is increasingly prevalent among Generation Z, especially college students entering the final stages of their studies. The transition to adulthood, combined with academic pressures, social demands, and future uncertainty, makes individuals vulnerable to identity confusion, anxiety, and feelings of failure. This study aims to uncover the psychological condition of a final-year college student exhibiting QLC symptoms through a psychodiagnostic approach. Using a qualitative single case study method, this study collected data through non-participatory observation and in-depth interviews with a 23-year-old male subject who exhibited typical signs of QLC. Additionally, other psychological symptoms such as low self-esteem, decreased motivation, and a tendency to withdraw from social circles were also found. These findings indicate that QLC is not merely a temporary psychological phenomenon but has the potential to disrupt psychosocial functioning if not addressed appropriately

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.018
GPT teacher head0.292
Teacher spread0.274 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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 routes1
Has abstractyes

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Same venuePUBLIK Publikasi Layanan Bimbingan dan Konseling IslamSame topicIdentity, Memory, and TherapyFrench-language works237,207