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
Songnen plain is located in Northeast of China,which belongs to the semiarid monsoon climate,with the entirely difference between draught and wet seasons.The temperature ascends abruptly in spring,together with the strong wind,which causes the vast evaporation of soil water.The distribution pattern of the soil water,geothermal and soil salt presents a distinct difference to the region without the effect of frozen and thawing during the thawing season. The distribution pattern was studied scientifically.It reveal that the structure of contour of saturated soil water presents like“”and that of total salt amount and ESP looks like “∧”. The gradient of geothermal appears the bi-directional feature.There are double frozen fringes in the geothermal structure during thawing season.The geothermal pattern combines the soil water field and soil ion field with closely correlations.Based on the system dynamic theory,a combined model between soil water,geothermal and salt was built up to seek the mechanism of salt built-up in spring.The study will supply a theory foundation to develop the saline soil resource in songnen plain.
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.
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 it