Discussion of “Determining Soil Plasticity Utilizing Manafi Method and Apparatus” by Masoud S. G. Manafi, An Deng, Abbas Taheri, Mark B. Jaksa, and Nagaraj HB, published in <i>Geotechnical Testing Journal</i> 45, no. 4 (2022): 797–818
Bibliographic record
Abstract
ABSTRACT The authors presented an extrusion-based technique, which, they reported, can be used to quantify the workability of fine-grained soils. They also presented the calibration of a soil extrusion device to translate their “workability parameter” to the liquid limit (LL) and plastic limit (PL) states, i.e., employing the so-called Manafi method for this purpose. The discussers contend that, when considering a wide range of different fine-grained soils, the authors’ proposed method is not appropriate for determination of the Atterberg PL. With toughness and workability being essentially synonymous, and with soil toughness at the Atterberg PL being variable between different soils (differing significantly when considering a diverse range of fine-grained soil classes), it follows that the work done in remolding these soils, or to cause extrusion of these soils, can also vary (and may differ significantly) at their Atterberg PL water contents. The discussers’ reanalysis of the authors’ data, presented for only seven test soils (all of them clay), also reveals a relatively narrow range of remolding toughness (of between 31.2 and 51.5 kJ/m3) at their Atterberg PL water contents. It is argued that the “workability”-based criterion of the Manafi method, with the authors assigning a fixed “calibrated workability” value of 86.3 J/s for Atterberg PL determinations employing their presented extrusion apparatus, is fundamentally not correct; rather, the Manafi method PL and the Atterberg PL are essentially different index parameters. It is contended that what the authors call “workability” (i.e., their “workability parameter” with units of J/s) is actually not really workability but seemingly rather an alternative assessment of undrained shear strength. Importantly, the Atterberg PL is identified based on the crumbling condition of the soil thread (i.e., it is not energy-based, nor is it related to the work done) during the standardized rolling-out procedure. For the LL, the authors’ extrusion-type method, measuring more a sort of undrained shear strength, could produce good agreement between the Manafi method LL and the measured standard fall-cone LL because the latter is strength-based.
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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 | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".