Impact of cadaver decomposition on soil organic matter chemistry and bacterial responses during varying seasonal conditions within a temperate human taphonomic facility
Bibliographic record
Abstract
Data consists of chemical and bacterial analyses collected from soil sampled at varying distances (0-100 cm) and horizons (A and B) from decomposing human remains deposited during warm (n = 3) or cold (n =3) seasonal conditions at the REST[ES] facility (Bécancour, Québec). This was done to evaluate the environmental impact of human decomposition, particularly on soil nutrient and energy fluxes. Les données proviennent d'analyses chimiques et bactériennes recueillies à partir d'échantillons de sol prélevés à différents distances (0-100 cm) et horizons (A et B) des restes humains déposés pendant des conditions saisonnières chaudes (n = 3) ou froides (n = 3) au site de recherche REST[ES] (Bécancour, Québec). Ces analyses ont été réalisées pour évaluer l'impact environnemental de la décomposition cadavérique, notamment sur les flux de nutriments et d'énergie dans les sols. (2020-08-10)
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 0.005 |
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".