Evidence map›Paper›PMID 41057635›Full record

ArticleScientific reports2025

Deep learning framework for mapping nitrate pollution in coastal aquifers under land use pressure.

Morad Chahid, Jamal Eddine Stitou El-Messari, Ismail Hilal, Nouhayla Abdi, Tarig Ali, Rabin Chakrabortty, Khadeijah Yahya Faqeih, Somayah Moshrif Alamri, Eman Rafi Alamery, Aqil Tariq and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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.

Morad ChahidLaboratory of Applied and Marine Geosciences, Geotechnics and Geohazards (LR3G), Faculty of Sciences, Department of Geology, Abdelmalek Essaâdi University, Tetouan, Morocco.
Jamal Eddine Stitou El-MessariLaboratory of Applied and Marine Geosciences, Geotechnics and Geohazards (LR3G), Faculty of Sciences, Department of Geology, Abdelmalek Essaâdi University, Tetouan, Morocco.
Ismail HilalNational Center for Energy Sciences and Nuclear Techniques (CNESTEN), Rabat, Morocco.
Nouhayla AbdiScientific Institute, Mohammed V University, Rabat, Morocco.
Tarig AliDepartment of Civil Engineering, American University of Sharjah, Sharjah, United Arab Emirates.
Rabin ChakraborttyDepartment of Civil Engineering, American University of Sharjah, Sharjah, United Arab Emirates.
Khadeijah Yahya FaqeihDepartment of Geography and Environmental Sustainability, College of Humanities and Social Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia. Kafaqeeh@pnu.edu.sa.
Somayah Moshrif AlamriDepartment of Geography and Environmental Sustainability, College of Humanities and Social Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia.
Eman Rafi AlameryDepartment of Geography and Environmental Sustainability, College of Humanities and Social Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia.
Aqil TariqDepartment of Wildlife, Fisheries and Aquaculture, College of Forest Resources, Mississippi State University, Mississippi State, 39762-9690, MS, USA.
Mourad AqnouyGeosciences and Technologies Research Team, Department of Geosciences, Faculty of Sciences and Techniques of Errachidia, Moulay Ismail University of Meknes, Errachidia, P.O. Box 509, Boutalamine, Morocco. m.aqnouy@umi.ac.ma.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diffuse nitrate (NO₃

Indexed as

Coastal aquifersEnvironmental impact assessmentExplainable AILand use changeNitrate pollutionRemote sensingTabNet

Identifiers

PMID41057635
PMCPMC12504553

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.