Bibliographic record
Abstract
A magnificently illustrated guide to the bryophyte species found across the world Bryophytes are a highly diverse group of plants found in nearly all parts of the world and across a range of habitats. The term “bryophyte” describes plants of three closely related lineages: the mosses, liverworts, and hornworts. Ancient in their makeup, bryophytes disperse by spores rather than seeds and grow no more than a few centimeters high, carpeting forest floors or clinging to rocks and tree trunks. Instead of conducting fluids internally (like vascular plants), they absorb water and nutrients externally across the whole body of the plant. Such strategies have enabled bryophytes to survive, and indeed thrive, through the millennia. Mosses, Liverworts, and Hornworts of the World makes sense of their miniature world, differentiating between the three lineages and delving into their evolution, anatomy, and life cycles. The result is an unprecedented in-depth look at these exquisitely beautiful and often overlooked organisms. Features hundreds of stunning color photos of mosses, liverworts, and hornworts Profiles individual genera across the three groups, including fact boxes and distribution maps Written by a world-renowned expert
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| 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 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".