Bibliographic record
Abstract
Dynamics of fallow vegetation in shifting cultivation were studied in Houay Phee Village, La District, Udomxay Province, Lao P. D. R. In this year, the aims of study were (1) to estimate the biomass of bamboos in Houay Phee Village, which are the important dominant species in fallow forests, (2) to conduct general survey around Houay Phee Village, and (3) to continue the fallow vegetation survey in Houay Phee Village. The results were as follows.(1) D-H, D2H-WStem, D2H- WBranch, D2H-WLeaves, D-WTotal, and D2H-WTotal relationships in four bamboo species (Oxytenanthera parvifolia, Schizostachyum virgatum, Bambusa tulda, Indosasa sinica) were calculated. Total D-H, D-WTotal, and D2H-WTotal were clarified to be useful for the estimation of bamboo biomass. Several equations shown in this study may be applicable to another bamboo species in this area. But as these results were obtained by fresh weights, these results must be corrected by dry weights.(2) In recent years, according to the interviews with the villagers, the main non-timber forest products (NTFPs) were begun gathering 5 to 10 years ago. During this period, the amount of labor consumed in the fallow forests abruptly increased, whereas NTFPs are mainly gathered in the fallow forests. As a result, there have been two impacts, which were the shortening of fallow periods and the gathering of NTFPs in the fallow forests in this about ten years, and that caused recent vegetation change in this area.(3) Fallow vegetation survey was carried out in Houay Phee Village. Although detailed analysis has not been conducted yet, mean height, mean DBH and stem density in the fallow fields showed succession of fallow vegetation.
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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 | 0.007 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.012 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.010 |
| 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; both teacher heads 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".