Bibliographic record
Abstract
Home education in Europe has a deeply rooted and diverse history, intricately linked to social, political, and cultural developments, while simultaneously reflecting the ongoing transformations of the educational landscape. From its earliest mentions in educational contexts, where a limited number of students received private instruction or were taught by exceptional tutors, home education was often a privilege reserved for aristocratic or affluent social strata. However, its development has also been closely tied to the needs of lower social classes in their pursuit of access to knowledge. Education outside institutionalized structures has consistently served as a counterpoint to formal schooling, at times reinforcing social differentiation and division, and at other times offering an alternative for those unable to attend traditional schools. It also emerged as a pragmatic response to the social needs of each era, while challenging the traditional values upheld by the formal education system. Inevitably, its evolution has been shaped by broader political, social, and technological changes across Europe, adapting its form and character to the specific needs of each historical period and, in turn, reshaping conceptions and standards in education. As political and social priorities have shifted, home education has evolved into new forms aimed at broader social inclusion, gradually distancing itself from the rigid ideological frameworks of the past. The rise of technology has significantly influenced its form, with modern digital home education emerging as a new modality that transcends traditional boundaries of space and time. Incorporating elements of technology, it offers opportunities for personalized learning and creates new challenges around democracy and access to knowledge. Today, developments in home education extend beyond technological advances; they also reflect the ongoing need to redefine the relationship between knowledge, society, and educational institutions in Europe.
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 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".