A Pathway Model of Emotionally-Associated Predictors of US College Students’ Career Indecision
Why this work is in the frame
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Bibliographic record
Abstract
This small-scale study establishes a pathway model to explain how variables with emotional content affect career indecision in higher education. We investigated a total of 240 undergraduate students and a pathway model of direct and indirect effects surrounding career indecision was made by using structural equation modeling (SEM). Our pathway model shows a positive direct effect of procrastination on career indecision (β = .13, p < .001), with negative direct effects on EI, life satisfaction, CDSE, and planning, in terms of career conflict. EI shows a positive correlation with CDSE (β = .51, p < .001). Findings indicate that emotionally-related variables are good predictors of psychology students’ career concerns.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it