Vertical Distribution of Soil Microbial Number and Biomass in Artificial Pinus Tabulaeformis Wood of Huang Fu-chuan Basin
Bibliographic record
Abstract
In the artificial Pinus tabulaeformis wood of Huang Fu chuan basin,Nei Mongol,PRC,the soil microbial number and biomass in the different depths have been determined.The results show in the following orders of vertical distribution:the microbial biomass,total microbial number, and the number both aerophile bacteria and spore forming bacteria show 0~10 cm20~30 cm10~20 cm30~40 cm40~50 cm; besides, the numbers of actinomyces is 0~10 cm10~20 cm and 30~40 cm20~30 cm40~50 cm, the number of fungi is 0~10 cm10~20 cm20~30 cm30~40 cm40~50 cm and cellulolytic fungi is 0~10 cm10~20 cm and 20~30 cm30~40 cm40~50 cm.As a result, the characteristic of vertical distribution in soil microbial number and biomass is obvious.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".