Bibliographic record
Abstract
[Objective] The purpose was to prove up the air microbe condition of Kaifeng city and supply theoretical basis for its urban construction and environmental protection.[Method] The bacteria,actinomyces and fungi amounts in air of different areas and different seasons in Kaifeng city were determined for continual two years and its variation law was discussed preliminarily.[Result] The bacteria amounts of the first and fourth quarters in 2005 and 2006 were least,being 30.02 per dish,33.35 per dish and 32.00 per dish,34.95 per dish.It was increased obviously in the second quarter,being 46.95 per dish and 53.75 per dish.The highest bacteria amounts in the third quarter achieved 74.30 per dish and 83.45 per dish.The season change laws of actinomyces and fungi amounts were completely same.[Conclusion] The bacteria,actinomyces and fungi amounts in air of Kaifeng city were increased in the first quarter,were highest in the third quarter,were decreased rapidly in the fourth quarter.In the same quarter,the bacteria numbers in air of downtown area and factory compression area were significantly higher than that of perimeter zone.
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 | 0.002 | 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".