Evidence map›Paper›PMID 39524473›Full record

ArticleEcosystems (New York, N.Y.)2024

From Rangelands to Cropland, Land-Use Change and Its Impact on Soil Organic Carbon Variables in a Peruvian Andean Highlands: A Machine Learning Modeling Approach.

Mariella Carbajal, David A Ramírez, Cecilia Turin, Sean M Schaeffer, Julie Konkel, Johan Ninanya, Javier Rinza, Felipe De Mendiburu, Percy Zorogastua, Liliana Villaorduña and 1 more

Abstract read
In one paragraph

Article in Ecosystems (New York, N.Y.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Mariella CarbajalInternational Potato Center (CIP), Headquarters, P.O. Box 1558, 15024 Lima, Peru.ORCID 0000-0002-0386-7895
David A RamírezInternational Potato Center (CIP), Headquarters, P.O. Box 1558, 15024 Lima, Peru.ORCID 0000-0003-4546-9745
Cecilia TurinDepartment of Animal Production, School of Animal Science, Universidad Nacional Agraria La Molina (UNALM), 15024 Lima, Peru.
Sean M SchaefferDepartment of Biosystems Engineering and Soil Science, University of Tennessee, 2506 E.J. Chapman Drive, Knoxville, Tennessee 37996 USA.
Julie KonkelBlount County Soil Conservation District, 1217 McArthur Road Maryville, Maryville, Tennessee 37804 USA.
Johan NinanyaInternational Potato Center (CIP), Headquarters, P.O. Box 1558, 15024 Lima, Peru.
Javier RinzaInternational Potato Center (CIP), Headquarters, P.O. Box 1558, 15024 Lima, Peru.
Felipe De MendiburuDepartment of Statistics and Informatics, School of Economics and Planning, Universidad Nacional Agraria La Molina (UNALM), 15024 Lima, Peru.
Percy ZorogastuaDepartment of Agronomy, School of Agriculture, Universidad Nacional Agraria La Molina (UNALM), 15024 Lima, Peru.
Liliana VillaorduñaWater Resources Engineering Master Program, Universidad Nacional Agraria La Molina (UNALM), 15024 Lima, Peru.
Roberto QuirozSistema Nacional de Investigadores (SENACYT), Edificio 205, Ciudad Saber, Clayton, Panama.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Andean highland soils contain significant quantities of soil organic carbon (SOC); however, more efforts still need to be made to understand the processes behind the accumulation and persistence of SOC and its fractions. This study modeled SOC variables-SOC, refractory SOC (RSOC), and the Supplementary Information: The online version contains supplementary material available at 10.1007/s10021-024-00928-7.

Indexed as

13C isotope compositionArtificial neural networksBofedalesExtreme gradient boostingGrasslandsRandom forestRefractory C fractionSupport vector machine

Identifiers

PMID39524473
PMCPMC11543747

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.