Mapping Soil and Plant Communities: Shifting Western Culture’s Perspectives of Ecological Land Management
Bibliographic record
Abstract
Civilizations historically share a common trajectory of soil degradation through cyclical technological advancements and soil productivity. A living soil food web provides a holistic approach to eco-regenerative properties as an expression of the soil microbial community (SMC) in relationship to plants and other organisms. Acknowledging soil ecology’s identification of plant-SMC-plant signalling, this study’s mixed methodology addressed the question of how an eco-centred perspective of living soil and plant relationships can contribute to this understanding. Using quantitative field analysis, Cornus alternifolia was identified to curate a SMC at a lower than anticipated fungal:bacterial (F:B) ratio, across three different seral stages in a southwestern Ontario mixed deciduous forest. Qualitative interviews and analyses of three land management industry discussion groups, using Grounded Theory methodology, affirmed a variable understanding of a SMC-plant eco-context, and identified challenges and leverage potentials for industry eco-regeneration focused on land management and cultural changes, as well as ecology.
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 | 0.000 | 0.001 |
| 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".