Bibliographic record
Abstract
Objective To explore the characteristics of the dynamic changes of microorganisms in air of Jiujiang city.Methods The monitoring on air micro organism was carried out in various representative quarters of Jiujiang:industrial quar-ter,rural quarter,culture-shopping-residence-mixed quarter,residential quarter,industry-shopping-traffic-mixed quarter,railway station,during July and October in1998,January and April in1999,which represented summer,autumn,winter and spring re-spectively.Results The total counts of bacteria in air of Jiujiang were1948cfu/m 3 for industry-shopping-traffic-mixed quarter,1613cfu/m 3 for industrial quarter,1434cfu/m 3 for culture-shopping-residence-mixed quarter,1358cfu/m 3 for residential quarter,1170cfu/m 3 for railway station and552cfu/m 3 for rural quarter respectively.They also variated with the seasons,the order of which was the following:summerautumn springwinter.They also variated at different time everyday,the order of which was the following:11:0015:0023:007:0019:003:00.Conclusion The peak of the total count of bacteria in air of Jiujiang was found in industry-shopping-traffic-mixed quarter in summer only one time everyday.
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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 | 0.001 | 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".