Bibliographic record
Abstract
Intro -- Contents -- Of Trees and Rivers -- Deep History -- The Biography of Trees beside a River -- Introducing the Three Trees and Their Rivers -- The Need for Morticulture -- The First Tree: Headwaters -- The Neighborhood, Writ Large -- Germination and Seedling -- Sapling -- Maturity -- Life in the Forest -- Senescence and Death -- Life after Death I: Snag -- Life after Death II: Logjam -- Life after Death III: Coarse Woody Debris -- The Second Tree: Lowlands -- A Western Redcedar in the Queets River Valley of Washington -- Tracks of a River in the Forest -- Germination and Seedling -- Sapling -- Maturity -- Death -- Life after Death I: Episodic Loops between the Channel and Floodplain -- Life after Death II: The Beach -- The Third Tree: Traveler -- A Balsam Poplar along the Kechika River of Canada -- Germination and Seedling -- Sapling -- Maturity -- Death -- Life after Death I: The Long River Journey -- Life after Death II: The Arctic Ocean -- Wood That Sinks in the Sea -- Damming the Wood Falls -- Campfire -- Conclusion: In Praise of Dead Wood -- References -- Scientific Names -- Index.
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.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".