Carbon in Primary and Secondary Organomineral Complexes
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
This chapter focuses on carbon storage in primary and secondary organomineral complexes, including the distribution, chemical composition and decomposability of organic carbon associated with differently sized separates. Tiessen and Stewart examined the effects of cultivation on the carbon distribution among size separates from Canadian prairie soils of different textures. The fate of mineral fertilizers, animal manure, crop residues and other organic wastes applied to agricultural soils are also intimately linked with soil organic matter turnover. Soil organic matter encompasses plant, animal and microbial residues in all stages of decay and a diversity of heterogenous organic substances intimately associated with inorganic soil components. Separation of soil into primary organomineral complexes of different size is based on the concept that SOM associated with mineral particles of different size differs in structure and function. Carbohydrates are abundant in plants and are also produced in significant amounts during decomposition.
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 | 0.000 | 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) | 0.001 | 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