Opinions and Recommendations of Academics Training Special Education Teachers About Applicability of Integration in Turkey
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
This study aims to state the opinions and recommendations of academics who train special education teachers for integration applications. The study is patterned as a descriptive case study, and the participants consist of 28 faculty members from 18 universities who work in the special education undergraduate program and whose professional experience ranges from 5 to 45 years. The study data were collected through face-to-face interviews with participants using the semi-structured interview technique. The obtained data were analyzed through descriptive analysis. The findings show that most academics think that integration is not being applied today and that there is a lack of necessary infrastructure for its application. Faculty members participating in the study stated that teachers do not receive adequate training about integration, teachers should undergo serious in-service training, and courses related to special education should be introduced in all departments of the faculty of education. For successful integration, it is necessary to make physical and educational arrangements, provide support education services, train teachers to have an integration perspective and improve their attitudes. In conclusion, integration is an application that can only be realized with the joint effort of all parties through multidimensional discussions of its contents.
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 | 0.004 |
| 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