Bibliographic record
Abstract
Oil bodies of liverworts are true membrane-bound organelles. Only the liverworts contain oil bodies among bryophytes. The purpose of this study is to classify the oil body types of some liverworts in Kinabalu Park. A total of 22 species in 13 families and 16 genera of liverworts were collected from Silau-silau Trail and Liwagu Trail at elevation of 1450m - 1750m in Kinabalu Park. Field works were carried out on 9 July 2004 and 10 July of 2004. Twenty-one species have been identified to species level and one to 8enera level. The oil bodies photographs were taken by a Camedia Olympus digital camera which was attached to a compound Olympus microscope. There were five oil body types distinguished, namely: Massula-type; Bazzania-type; Jungemannia-type; Calypogeia-type; and, Radulatype. A key to species of liverworts was constructed based on oil body and other characters. A dendrogram has been constructed by 'Nearest Neighbour Method' from the Multivariate Statistical Package (MVSP) program. In conclusion, the oil body characteristics play an important role in the taxonomy of liverworts
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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 | 0.000 |
| 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 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".