Enrichment characteristics of organic matter in faulted lake basin reflected by major and trace elements
Bibliographic record
Abstract
The study centered on the Guyang Formation source rock in the Linhe depression of the Hetao Basin, which is an area of faulted lacustrine basins with limited exploration and development. This research aimed to tackle fundamental scientific matters related to the sedimentary environment. By determination the total organic carbon content, using GC-MS, and analyzing major elements and trace elements, the following conclusions were reached. (1) The lithology of the Guyang Formation in the study area is predominantly mudstone, and the core color in the south is darker than that in the north, signifying that the sedimentary environment had changed at that time. (2) These phenomena are also corroborated by element features. In the south, it is mainly an arid and saltwater environment, while in the north, the water salinity is relatively low. (3) As there are fewer organisms in an arid and hot climate, the consumption of organic matter is also less. The high paleoproductivity supplemented the organic matter. Thus, these two factors are the main controlling ones for organic matter enrichment in the study area. This research has conducted a new study on organic matter enrichment in the Hetao Basin.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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".