LATE PLEISTOCENE ICE-MARGINAL DUNE FIELDS ON THE ATLANTIC COASTAL PLAIN, NEW JERSEY PINE BARRENS, USA
Bibliographic record
Abstract
a t i o n b a s i n o r " l o c h " ( s p u n g ) Great Egg Harbor River Quaternary braid plain 2 IB-01 Indian Branch Quaternary braid plain 2 dune field polygons Indian Branch Soil Pit SectionsSix soil excava,on pits were dug, five at the crest of parabolic dunes (130 cm deep), one at a lune@e (100 cm deep).Soil weathering was most advanced at LOS-01, but was otherwise similar to the other study sites.LS-01, Weymouth Dune Field at "Lochs-of-the-Swamp" A -dark gray-brown color, with organic matter & charcoal E -light-colored, albic horizon; the E/B boundary is wavy irregular with icicle-like glossic tongues; podzolization Bs -yellowish brown colored, spodic horizon C -unweathered yellow-brown eolian parent material, being Miocene-aged marginal marine and fluvial sands of the Cohansey (Tch) & Bridgeton (Tbr) Formations.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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".