Parental representations and attachment style as predictors of support‐seeking behaviors and perceptions of support in an academic counseling relationship
Bibliographic record
Abstract
Abstract The role of parental representations and attachment style as predictors of support‐seeking behaviors and perceptions of support in the context of an academic counseling relationship was investigated. Prior to participation in a 10‐hour academic counseling program in college, 91 students completed scales assessing perceptions of their current relationship with their parents and their attachment style. Students' support‐seeking behaviors and counselors' sensitivity, as reported by both participants (students and counselors), were evaluated twice during the counseling process, and general feelings of support were evaluated at the end of the program. Parental representations and attachment style both predicted students' support‐seeking behaviors and perceptions of support in counseling. The strength of the prediction differed as a function of time of measurement and source of evaluation. In addition, student‐perceived counselor sensitivity was found to mediate the relation between parental representations and support‐seeking behaviors in counseling
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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 | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".