Dedication: Jim Orzechowski (1944–2003) and Michael Kiley (1942–2004)
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
This supplement to the Journal of Infectious Diseases is dedicated to the memories of Jim Orzechowski (1944Orzechowski ( -2003) ) and Michael Kiley (1942Kiley ( -2004)), individuals who were instrumental in bringing biosafety level 4 (BSL4) biocontainment into the 21st century.Jim Orzechowski, a Canadian from the prairies of Manitoba, received a degree in architecture from North Dakota State University in 1970, joined the architectural firm of Smith Carter, and, within 4 years, was a partner in the company.Beginning in 1978, Smith Carter began designing medical structures, and, in 1987, Jim led a consortium that won the bid to build new laboratories for Canada's health and agriculture ministries.Patient and always careful, the team took more than 5 years to design what has become the prototype for modern BSL4 laboratories.The Canadian Science Centre for Human and Animal Health (CSCHAH) was dedicated in 1999 and has already contributed major new knowledge to high-containment biomedical science.Jim's company now designs BSL4 laboratories in the United States and beyond.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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