Measuring the Difficulties of Early Adulthood: The Development of the Quarter Life Crisis Scale
Bibliographic record
Abstract
Abstrak: This study was conducted to develop a quarter-life crisis scale that can be used to measure the quarter-life crisis of early adulthood in Indonesia. Although it has begun to become a concern for researchers in Indonesia, the development of the quarter-life crisis scale has never been created. Some researchers have adapted the constructs developed by foreign researchers, which are not necessarily suitable for applicated in Indonesia. The development of this scale goes through 5 stages: conceptualization of the test; test construction; test trial; item analysis; and test revision. The test trial was filled by 181 early adults in Indonesia from Pekanbaru, Malang, Medan, Padang, Batam, Madura, Lombok, Pangkalan Kerinci, Solo, Surabaya, Jakarta, Bogor, and Yogyakarta. The results showed that there are 26 valid and consistent items that can be used to measure the early adult quarter-life crisis in Indonesia, which is indicated by the validity of the rcount greater than rtable and the Cronbach Alpha value of 0.854. Abstrak: Saat ini, quarter life crisis sudah mulai menjadi perhatian bagi para peneliti di Indonesia, namun pengembangan skala quarter life crisis ini belum pernah diciptakan. Beberapa peneliti melakukan adaptasi dari konstruk yang dikembangkan peneliti luar negeri yang tentunya belum sesuai tepat digunakan di Indonesia. Penelitian ini bertujuan mengembangkan skala quarter life crisis yang dapat digunakan untuk mengukur quarter life crisis dewasa awal di Indonesia. Pengembangan skala ini melalui lima tahap, yaitu: konseptualisasi tes; konstruksi uji; uji coba tes; analisis butir; dan revisi tes. Uji coba dilakukan pada 181 individu dewasa awal di Indonesia yang berasal dari Pekanbaru, Malang, Medan, Padang, Batam, Madura, Lombok, Pangkalan Kerinci, Solo, Surabaya, Jakarta, Bogor dan Yogyakarta. Hasil menunjukkan bahwa terdapat 26 butir valid dan secara konsisten dapat digunakan untuk mengukur quarter life crisis dewasa awal di Indonesia.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".