Bibliographic record
Abstract
Discipline is often viewed as a means of maintaining order and authority within educational settings, but its significance extends far beyond this traditional perspective. The findings indicate that discipline plays a crucial role in the development of students' self-regulation, responsibility, and social skills. Through a comprehensive literature review and analysis of historical and contemporary perspectives, this study sheds light on the evolutionary development of discipline in the historical trajectory of European thought and its impact on various educational systems across the continent. The study aims to examine the role of discipline as a timeless aspect of the educational process and to analyze how it contributes to the promotion of learning and personal growth. Through historical review, it is revealed that discipline has been perceived differently across various historical epochs and cultures, yet it has always been deemed essential for educational success. In modern educational systems, the focus has shifted from strict, often punitive measures to supportive and self-regulated approaches that foster and promote student autonomy. Besides the historical evolution, discussions on the effectiveness of various disciplinary strategies and their long-term impacts on students are also examined. It is argued that a flexible and respectful approach that considers the individual needs of students can enhance the effectiveness of disciplinary measures. It has been shown that school discipline extends beyond mere rule enforcement; rather, it functions as a conduit for fostering a conducive learning atmosphere where students feel secure and are provided with essential support. Future research is needed to further explore the longterm impacts of different disciplinary approaches, particularly in the context of cultural and social differences among students. The study aims to reaffirm the timeless importance of discipline in the educational process and to emphasize the necessity for continuous evolution in disciplinary approaches. This is deemed essential for educators to effectively respond to the ever-changing and evolving demands of education
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.
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 | 0.007 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.004 | 0.018 |
| Scholarly communication | 0.010 | 0.009 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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".