Examining the Formation of Integrative Readiness of Pre-Service Teachers to work in Inclusive Classrooms in Ukraine
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
The article addresses potential issues surrounding the development of the integrative readiness of pre-service teachers to work in inclusive classrooms in Ukraine. Integrative readiness is an open, dynamic, synergistic system functioning of cognitive, motivational, affective, and selective processes which is developed through the purposeful training of future teachers for work in inclusive, which is included in the educational social environment as a tool for acquiring productive knowledge, forming integrative skills. The structure of integrative readiness includes personality orientation; ability to perform their duties, professional competences; productive knowledge that the student receives from environmental information based on personal prior knowledge, skills, personal and professional qualities, and integrative skills that demonstrate the ability of an individual to make independent decisions and appropriate actions in unpredictable new situations. The levels of integrative readiness were investigated, covering the following interrelated stages: theoretical analysis, synthesis, comparison; modelling and technological design; generalization; observational; pedagogical experiment. A study was conducted. The research involved 285 pre-service teachers from the Ternopil Volodymyr Hnatiuk National Pedagogical University, enrolled in the Speciality 016: Special Education unit. A structural model of the formation of integrative readiness of future teachers for professional activity was developedwhich consisting of the following blocks: target, content and procedural, and resultant. The research finding reported that the effectiveness of corrective, developmental, and educational work in the educational inclusive space largely depended upon the quality of training of the pre-service teacher, and the use of active and interactive training.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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