Great Expectations: The Relation Between Expectancies and Adjustment During the Transition to University<sup>1</sup>
Why this work is in the frame
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Bibliographic record
Abstract
The nature of students' expectations about university, and their relation with adjustment in university, were examined in a longitudinal investigation. Prior to starting university, participants responded to open‐ended questions regarding their expectations about university. At this time, and during their 1st, 2nd, and 4th years of study, measures of adjustment were completed. Four distinct types of expectations about university were identified: optimistic, prepared, fearful, and complacent. Students whose expectations were fearful reported more stress, depression, and poorer university adjustment than did individuals with other types of expectations, particularly prepared. Moreover, group differences in university adjustment existed throughout students' 4 years at university, and were not attributable to self‐reported previous levels of personal adjustment or academic achievement.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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