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Record W4313458645 · doi:10.21203/rs.3.rs-2406512/v1

Soil Fertilization and Maize-Wheat Grain Production with Alternative Sources of Nutrients

2023· preprint· en· W4313458645 on OpenAlexaff
Adilson Luís Bamberg, Rosane Martinazzo, Carlos Augusto Posser Silveira, Clênio Nailto Pillon, Lizete Stumpf, Magda Bergmann, Peter van Straaten, Éder de Souza Martins

Bibliographic record

VenueResearch Square · 2023
Typepreprint
Languageen
FieldMaterials Science
TopicClay minerals and soil interactions
Canadian institutionsUniversity of Guelph
FundersEmpresa Brasileira de Pesquisa Agropecuária
KeywordsNutrientHuman fertilizationSoil fertilityAgronomyFertilizerPhosphoriteYield (engineering)PhosphorusOil shaleUreaAnimal scienceChemistryEnvironmental scienceGeologySoil waterBiologySoil science

Abstract

fetched live from OpenAlex

Abstract This study evaluated regional sources of nutrients to improve the soil fertility status and yield of maize-wheat succession in Southern Brazil. The treatments were: T1: no fertilization; T2: liming with dolomitic marble; T3: alternative liming (AL) with limestone interbedded with shale; T4: AL + 50% P - with Arad natural phosphate (P-ANP) + 50% P – triple superphosphate (P-TSP); T5: AL + 100% P-ANP; T6: AL + 100% P-ANP + 100% K-rich monzogranite; T7: AL + 100% P-ANP + 100% N from tung pressed cake (N-TPC); T8: AL + 100% P-ANP + 100% K-rich monzogranite + 100% N-TPC + 100% S; T9: AL + 100% NPK recommendation (urea, TSP and KCl). Immediate and residual effects were evaluated over 2.5 years (90, 360 and 900 d) on soil fertility and maize - wheat yield. The limestone interbedded with shale released Ca, Mg and corrected soil acidity similarly to dolomitic marble. The monzogranite increased the available K in soil, although improvements of the final product could enhance K release. The fertilization strategies used in T4, T7 and T8 presented a relative productivity index of 108, 111 and 108% when compared to T9 for maize plus wheat yield, while T3 (U$=1223) and T4 (U$=1284) resulted in higher profits (+4.2 and +9.4%, respectively) than T9 (U$=1174). The limestone interbedded with shale combined with 50% of P-ANP + 50% of P – TSP (T4) provided the best economical and technical results, highlighting the potential of selected rock powders for soil fertility correction and plant-nutrients supply.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.118
Threshold uncertainty score0.540

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.103
GPT teacher head0.400
Teacher spread0.297 · 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 teacher head, 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

Citations1
Published2023
Admission routes1
Has abstractyes

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