The Place of Inspiration in Heritage Interpretation: Views From the Field
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
While the idea of inspiration spans the history of the field, inspiration as a topic has been an under-studied phenomenon in the interpretation field. Thirty-three professional interpreters from 21 agencies across North America participated in dialog on the topic of inspiration in interpretation through Internet-based World Café sessions. The dialog was rich and thoughtful, and revealed that these interpreters believed that inspiration is the goal of interpretation and that the nine characteristics of inspiration identified in the literature and reviewed in our prior publication were relevant to interpretation: that inspiration is two-sided, transmissible, positive, individual, transcendent, unexpected, holistic, requires receptivity, and receptivity may be cultivated. Identified barriers to using an inspiration-based approach in interpretation included meeting the needs of agencies, and particularly the agency’s needs for quantitative measurements of attendance and impacts.
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 | 0.007 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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