Three Studies at the National Postal Museum: Summer Visitors, Postal Inspectors, Trailblazers and Trendsetters
Bibliographic record
Abstract
Th e Offi ce of Policy and Analysis (OP&A) was pleased to undertake three studies at the National Postal Museum (NPM).Th e goal of the fi rst of these studies was to understand the characteristics and experiences of summer visitors as they exited the Museum.Th e other two studies were evaluations of two NPM exhibitions, Trailblazers and Trendsetters: Th e Art of the Stamp and Postal Inspectors: Th e Silent Service.Th e data for the studies came from interviews with visitors.We appreciate visitors' willing participation in these studies.Th e time they provided, in the midst of a summer visit, is evidence of their aff ection for the Smithsonian and interest in improving the visitor experience.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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; both teacher heads agree on what is shown here.
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".