Evidence map›Paper›PMID 42751369›Full record

ReviewRSC advances2026

Critical review of adsorption technologies for heavy metal removal: mechanistic, computational, and policy perspectives.

Abdulrazzaq S Abdullah, Akram A Al-Asadi, Hassan Wathiq Ayoob, Haidar Hasan Mohammed, Raad Z Homod, Hayder I Mohammad

Abstract readReview
In one paragraph

Review in RSC advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Abdulrazzaq S AbdullahChemical & Petrochemical Techniques Engineering Department, Southern Technical University 61001 Basrah Iraq abdalmaliky@stu.edu.iq akramalasadi@stu.edu.iq.
Akram A Al-AsadiChemical & Petrochemical Techniques Engineering Department, Southern Technical University 61001 Basrah Iraq abdalmaliky@stu.edu.iq akramalasadi@stu.edu.iq.
Hassan Wathiq AyoobDepartment of Chemical Engineering, University of Basrah 61004 Basrah Iraq hassan.wathiq@uobasrah.edu.iq.ORCID https://orcid.org/0000-0002-1160-3291
Haidar Hasan MohammedDepartment of Chemical Engineering and Petroleum Refining, Basrah University for Oil and Gas 61004 Basrah Iraq haidar.alawaad@buog.edu.iq raadahmood@yahoo.com.ORCID https://orcid.org/0009-0002-1557-3074
Raad Z HomodDepartment of Chemical Engineering and Petroleum Refining, Basrah University for Oil and Gas 61004 Basrah Iraq haidar.alawaad@buog.edu.iq raadahmood@yahoo.com.ORCID https://orcid.org/0000-0002-4161-7539
Hayder I MohammadDepartment of Cooling and Air Conditioning Engineering, Imam Ja'afar Al-Sadiq University Baghdad Iraq hayder.i.mohammad@garmian.edu.krd.ORCID https://orcid.org/0000-0003-3647-3849

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The main sources of heavy metal pollution in groundwater include discharges from petroleum refining plants, agricultural runoff, hospital wastewater, and environmental damage caused by war. Advances in adsorbents provide safe, efficient, and economical techniques for contaminant removal. This study presents a critical review of adsorption applications worldwide, particularly in Iraq, evaluating the effectiveness, large-scale applicability, and long-term sustainability of selected adsorbents. Furthermore, the study focuses on adsorption mechanisms, criteria for selecting appropriate adsorbents, process design, and advanced computational methods such as machine learning algorithms and molecular dynamics simulations. Biochar prepared from rice husk removes over 90% of Pb

Identifiers

PMID42751369
PMCPMC13579536

What OpenQuestion holds

Textmetadata
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.