FIELD MEASUREMENT OF FIELD SATURATED AND UNSATURATED HYDRAULIC CONDUCTIVITY USING SOIL MOISTURE PROFILE
Bibliographic record
Abstract
不飽和砂質土地盤における表層近傍部分の飽和透水係数および不飽和透水係数を同一試験地点において連続的に，簡便かつ迅速に原位置計測することを目的として，Guelph Pressure Infiltrometerに基づいた定水位透水試験装置に挿入型土中水分計を併用した簡易な原位置透水試験方法を提案した．本試験方法では，定水位透水試験による浸潤過程での定常浸透流量により飽和透水係数を算定した後，排水過程における土中水分量の非定常データを用いてInstantaneous Profile Methodにより不飽和透水係数を算定する．この際，動水勾配の経時変化の計測を省略し，単位動水勾配の採用を提案した．本方法の適用性は数値シミュレーションデータによって吟味し，その有用性は砂丘砂地盤による実測データを用いて確認した．
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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 | 0.000 | 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 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".