Bibliographic record
Abstract
Soil Physics, A.W. Warrick Physical Properties of Primary Particles Dynamic Properties of Soils Soil Water Content and Water Potential Relationships Soil Water Movement Energy and Water Balances at Soil-Plant-Atmosphere Interfaces Solute Transport Soil Structure Soil Gas Movement in Unsaturated Systems Soil Spatial Variability Soil Chemistry, P.M. Huang The Chemical Composition of Soils Soil Organic Matter The Soil Solution Kinetics and Mechanisms of Soil Chemical Reactions Redox Phenomena Soil Colloidal Behavior Ion Exchange Pehnomena Chemisorption and Precipitation Reactions Abiotic Catalysis Soil pH and pH Buffering Soil Biology and Biochemistry, E.A. Paul Microbiota Soil Fauna Microbially Mediated Processes Nitrogen Transformations Soil Fertility and Plant Nutrition, E.J. Kamprath Bioavailability of Major Essential Nutrients Bioavailability of Micronutrients Nutrient Interactions in Soil and Plant Nutrition Soil Fertility Evaluation Fundamentals of Fertilizer Application Nutrient and Water Use Efficiency Pedology, L.P. Wilding Geomorphology of Soil Landscapes Pedogenic Processes Pedological Modeling Soil Taxonomy Other Systems of Soil Classification Classification of Soils Land Evaluation for Landscape Units Soil Mineralogy, J.W. Stucki The Alteration and Formation of Soil Minerals by Weathering Phyllosilicates Oxide Minerals Poorly Crystalline Aluminosilicate Clays Interdiscipinary Aspects of Soil Science, I. Shainberg Salinity Sodicity Hardsetting Soils Biogeochemistry of Wetlands Acid Sulfate Soils Soils and Environmental Quality Water Erosion Wind Erosion Land Application of Wastes Conservation Tillage Soil Quality Soil Databases, M. F. Baumgardner From the Soil Map of the World to the Digital Global Soil and Terrain Database: 1960-2002 SOTER: The World Soils and Terrain Database Development of a 0.5 Degrees by 0.5 Degrees Resolution Global Database The Canadian Soil Database United States Soil Survey Database The Use of Soil Databases in Resource Assessments
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.171 | 0.155 |
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 source (direct Gemma or distilled Codex), 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".