Feeling ‘like part of the action’: Scrutinizing TripAdvisor reviews of Western Canadian military museums
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
Contributing to literature on war and military museums, this article analyses 1,378 TripAdvisor reviews of 34 military museums located in Western Canada. With new technologies and online experiences now shaping the commemoration of war and other violent events, we conceptualize TripAdvisor as a popular online space of contestation where visitor meaning-making occurs. We examine three themes present in the reviews: i) commemorating family military legacies and service; ii) the allure of intimate, realistic, and interactive content; and iii) elevating experiences through veteran staff and celebratory approaches. While war museums have been criticized for ‘pseudo-realism’ or deceiving tourists into thinking they have received an authentic experience with war, our findings indicate that this is a feature visitors seek out and contribute to (rather than challenge) through review-writing. In the conclusion, we reflect on the implications of these findings for the relevant literature and discuss strategies to encourage visitors to reflect on how ‘pseudo-realism’ can normalize and trivialize violence.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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