Client perceptions of hindering experiences in counselling
Bibliographic record
Abstract
The purpose of this study was to increase understanding of what clients perceive as hindering experiences in counselling. In‐depth interviews combined with concept mapping were used to gather, organize, and understand clients' perceptions of hindering aspects of therapy. In the initial data gathering stage, 8 adult client participants, aged 18 or older (average of 14.1 sessions) were asked to respond to the following open‐ended questions: (a)What was unhelpful or hindering about counselling? (b)What would have made counselling more helpful? In the second phase of the data gathering, a sample of 20 participants (7 male, 13 female) were asked to participate in the sorting and rating task utilizing statements derived from the interviews. The analysis produced a thematic structure that identified three core aspects of counselling that clients found hindering: (1) counsellor behaviours, (2) external and structural barriers and (3) client variables. Implications for practitioners are included in the discussion.
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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 | 0.006 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".