Bibliographic record
Abstract
FigureN. Catherine Fraser, BScN, RN, Dip. Art Therapy, IBP Cert., is an artist, an art therapist in private practice, and a public health nurse with the Vancouver Island Health Authority in Duncan, British Columbia, Canada. A professional artist since 1983, Fraser has had 24 one-woman shows and currently exhibits in three galleries. She works in several formats, including painting, photography, clay sculpture, and mixed media. Her work has recently been featured on the cover of The HeART of Nursing: Expressions of Creative Art in Nursing (second edition, Sigma Theta Tau International, 2005), as well as on this month's AJN cover and in Art of Nursing. This painting, Herb Store, was part of a project, Art and Healing: People Helping People, that Fraser began in celebration of the founding in 1912 of the Registered Nurses Association of British Columbia. The project was supported in part by the Registered Nurses Association of British Columbia. Fraser writes, “I took a year's sabbatical and traveled 60,000 miles in a van that became my home and studio. I was most interested in depicting people caring for people and people within their environments. I visited nurses, physicians, other health care workers, and artists throughout British Columbia and Alberta, Canada. Wherever I went, I gave shows and talks about my experiences. The people I met shared their stories with me and took me to visit people in their communities. “The photographs and paintings made during the trip were shared as I traveled, culminating in shows at the Prince George Art Gallery in Prince George and the Great West Art Gallery in Chemainus, British Columbia, and displays at annual and chapter meetings of the Registered Nurses Association of British Columbia.” Fraser hopes to write a book about her experiences on the road. Of the cover art, she adds, “The man in the painting was an herbalist in a Chinese herb store in Vancouver's Chinatown district. As an artist I'm interested in patterns and shapes, and I liked the colors and the arrangement of items on the shelves.” For more of Fraser's work, visit www.members.shaw.ca/catherinefraserart/index.html. Sylvia Foley, senior editor
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.903 | 0.854 |
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; the direct Gemma label and the distilled Codex classifier 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".