Gardening with Native Plants of the Pacific Northwest
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 Pacific Northwest abounds with native plants that bring beauty to the home garden while offering food and shelter to birds, bees, butterflies, and other wildlife. Elegant trilliums thrive in woodland settings. Showy lewisias stand out in the rock garden. Hazel and huckleberry number among the delights of early spring, while serviceberry and creek dogwood provide a riot of fall color. Gardening with Native Plants of the Pacific Northwest is the essential resource for learning how to best use this stunning array. Close to 1,000 choices of trees, shrubs, perennials, annuals, and grasses for diverse terrain and conditions, from Canada to California, and east to the Rockies 948 color photographs, with useful habitat icons Fully updated nomenclature, with an index of subjects and an index of plant names (common and scientific) New to this edition: chapters on garden ecology and garden science Appendix of Pacific Northwest botanical gardens and native plant societies Glossary of botanical, horticultural, and gardening terms With enthusiasm, easy wit, and expert knowledge, renowned botanist Art Kruckeberg and horticulturist Linda Chalker-Scott show Northwest gardeners, from novice to expert, how to imagine and realize their perfect sustainable landscape.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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