Times of Rotation Study of Fluorine Enrich Patterns in Superficial Environment
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Superficial environment,fluorine content is close with people and can't divided of producing and popular about Endemic Fluorosis.The paper studies fluorine enrich patterns in Superficial environment of using Times of rotation in case Zhoukou region,and has conclusions:(1) In vadose zone,water is more strong on vertical changing,and it participates in physical and chemical process of eluviating、adsorbing、dissociating and exchanging.It has finished moving and enriching of the fluorine and soluble salt;(2) In Superficial environment,soil is a conditioner of groundwater fluoride chemistry.Not only it adsorbs fluorine,but also releases fluorine into groundwater on the condition,and forms a complete circle between biology(people) and water of content fluorine.
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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 | 0.001 |
| Open science | 0.001 | 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 it