Bibliographic record
Abstract
This Spring 2021 issue of Historical Reflections/Réflexions Historiques is about cultural heritages and their transmission, focusing on the period from the middle of the eighteenth century to the present. An important stimulus for the creation of the issue was the European Year of Cultural Heritage (EYCH) in 2018. There were four main themes for the EYCH: protection, engagement, sustainability, and innovation. National coordinators and local organizers of events and initiatives across the continent adopted the unifying slogan “Our Heritage. Where the past meets the future .” The articles brought together here serve as an invitation to readers to continue reflecting on subjects and questions that were at the heart of planning for and supporting public participation in EYCH 2018. The European Year of Cultural Heritage provided myriad opportunities to discover the roles played by individuals and groups in the preservation and valorization of natural sites and landscapes, public monuments, cultural institutions, artifacts, digital resources, and intangible cultural heritage. It highlighted educational initiatives to raise awareness of multiple, diverse cultural heritages within communities and to promote intercultural dialogue. It pushed governments and nongovernmental organizations to address matters of financial investment, legal accountability, partnership management, and the shaping of policies on conservation and ownership rights. It challenged professional historians as well as archivists, librarians, archeologists, conservators, and curators to think hard about widening access and about ways of integrating local, national, and international perspectives when communicating with audiences about surviving traces of the past.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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".