Bibliographic record
Abstract
This article explores the history behind the Canadian War Museum’s special exhibition Forever Changed – Stories From the Second World War. The curator and interpretive planner offer insight into the work underpinning the exhibition and some of the challenges and thinking behind the presentation. Forever Changed was the museum’s primary exhibition to mark the seventy-fifth anniversary of the end of the Second World War. Through personal stories and artifacts, the exhibition provides a new way for Canadians to make connections to the Second World War and the part played by Canadians from many diverse communities, representing a range of experiences and service branches.\nRésumé: Cet article explore l’histoire qui se cache derrière l’exposition spéciale du Musée canadien de la guerre Vies transformées – Récits de la Seconde Guerre mondiale. Le conservateur et le planificateur en interprétation donnent un aperçu du travail qui sous-tend l’exposition, y compris certains des défis et réflexions qui ont ponctué sa création. Vies transformées est la principale exposition mise sur pied par le musée pour marquer le 75e anniversaire de la fin de la Seconde Guerre mondiale. Par le biais de récits personnels et d’artefacts, l’exposition propose une nouvelle façon pour la population d’établir des liens avec la Seconde Guerre mondiale et le rôle joué par les membres de diverses communautés, en présentant un vaste éventail d’expériences et de branches des Forces armées.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.037 | 0.024 |
| Scholarly communication | 0.014 | 0.005 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.017 | 0.001 |
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".