The development of expertise in children’s mental health therapists and teachers: changes in perspective and approach
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
AbstractBackground: There is growing interest in identifying changes in ways of practice associated with the growth of professional expertise. Research on highly experienced or expert teachers and therapists (i.e. occupational, physical and behavioural therapists) can provide insights into how they approach practice, providing guidance for new practitioners.Purpose: The objective was to compare and contrast children’s mental health therapists’ and elementary/secondary schoolteachers’ perceptions of changes in perspectives and approaches related to the development of expertise.Sample: Nine children’s mental health therapists and five teachers/principals took part.Design and methods: Using a nested sampling design, therapists and teachers/principals were selected based on years of experience and peer reputation, and participated in two separate focus groups. Similarities and differences between the practice groups were examined qualitatively, using cross-group analysis.Results: Common reported changes in perspective included the development of open, broad, flexible and relational perspectives. Changes in approach included a focus on children’s needs/desires, psychosocial issues/outcomes and realistic goals.Conclusions: The findings indicated how expert practitioners viewed their practice as changing over time, contributing to a better understanding of the nature and development of expertise in children’s service practitioners. The findings suggest the importance of paying attention to children’s needs/desires, cultivating awareness of their motivation and psychosocial issues, and setting realistic goals. Practitioners linked these changes in perspective and approach to more positive life and learning outcomes for children, which may have implications for guiding the practice of more novice teachers and therapists.Keywords: approachesexpertise developmentperspectivesprofessional growthteachertherapist AcknowledgementsThis study was supported by funding from the Social Sciences and Humanities Research Council of Canada. Our thanks are extended to Doreen Bartlett for her contributions to this research, and to the study participants.
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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 | 0.002 | 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 | 0.000 | 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