Personal and professional development through sustainable partnerships in education Serbian experiences from the I-TAP-PD Erasmus+ project
Bibliographic record
Abstract
The aim of this research is to evaluate how the partnership between teachers and artists was built in the context of Serbia. In conducting it, we sought answers to the following research question: What was the role of I-TAP-PD in the personal and professional development of teachers and artists in Serbia? It is based on the phenomenological theory of reflection in action. Research participants include three teacher-artist pairs. The residencies were delivered between August 2021 and June 2022. The data was collected with pre-residency questionnaires, reflective journals, classroom observation, post-residency group interviews. All qualitative data was analysed using thematic analysis. The results show that artists and teachers, in terms of sustainable partnership in researched practices in Serbia, identified the understanding of the “other“ as the most important aspect of the process of learning and teaching. In this endeavour, professionals developed high levels of empathy and their self-esteem notably increased.
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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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.007 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".