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Microbial Respiration and Urease Activity of Two Calcareous Soils Amended with Paper Sludge

2025· article· W7165554564 on OpenAlexfundno aff
Meiad M. Al-Jaberi

Bibliographic record

VenueScientific Research Journal of Agriculture and Life Sciences · 2025
Typearticle
Language
FieldAgricultural and Biological Sciences
TopicHumic Substances and Bio-Organic Studies
Canadian institutionsnot available
FundersGovernment of Canada
KeywordsSoil waterIncubationCalcareousUreaseRespirationSoil respirationNutrientCalcareous soils

Abstract

fetched live from OpenAlex

Manufacturing of paper produces sludge regard as a good source of carbon and some nutrients for soil can enhance productivity of plants. Incubation experiments were investigated to evaluate the effect of paper sludge resulted by Government paper mill, Basrah province, Iraq on microbial respiration (CO2 evolution) and urease activity as well as soil pH development of two calcareous soils (Al-Zubair and Abul-Khasib). Paper sludge added to soils with the following levels: 0.0,0.5,1.0,1.5,2.0,4.0,6.0,8.0 and 10.0% of the dry soil. Each parameter was assayed at incubation periods of 10, 20 and 30 days. Results showed that CO

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.057
GPT teacher head0.332
Teacher spread0.275 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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