Collections Risk Assessment at the Royal BC Museum and Archives
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
The Royal British Columbia Museum (RBCM) has a large and valuable collection of archival records, artifacts, specimens and associated information pertaining to the Province of British Columbia's human and natural history. In 2004 and again in 2010 the RBCM conducted a comprehensive risk assessment to identify and quantify the potential impact of threats to the collections. Methodology was based on the Cultural Property Risk Assessment Model (CPRAM). The RBCM risk assessment projects, which included over 30 staff members, were each completed over a period of several months. The results of the latest comprehensive review provide a corporate-wide perspective of the risks to the collection. Some risk related assumptions were confirmed and new issues came to light. As a result of these risk assessments, a Risk Management Implementation Plan has been developed to address the most damaging and imminent threats to the collections. A discussion of the evolution of risk assessment at the RBCM is included.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.020 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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