Evidence map›Paper›PMID 41238656›Full record

ArticleScientific reports2025

Exploratory analysis of seasonal variability and recovery potential of Al, Cu, Fe, and Zn in municipal solid waste incineration bottom ash.

Monika Chuchro, Barbara Bielowicz

Abstract read
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. Review
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

2 authors.

Monika Chuchro *Department of Geoinformatics and Applied Computer Science, Faculty of Geology, Geophysics and Environmental Protection, AGH University of Krakow, Al. Mickiewicza 30, Krakow, Poland. chuchro@agh.edu.pl.
Barbara Bielowicz *Department of Economic and Mining Geology, Faculty of Geology, Geophysics and Environmental Protection,, AGH University of Krakow, Al. Mickiewicza 30, Krakow, Poland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The growing demand for metals such as aluminum, copper, iron, and zinc has driven the search for alternative sources. Waste-to-Energy markets enable energy generation and recovery of valuable materials from municipal incinerator bottom ash. This study addresses the occurrence of seasonal variability in metal concentrations, its potential impact on recovery efficiency, and the comparability of incineration residues with natural deposits. Unlike previous research, our approach focused on identifying possible seasonal drivers, interpreting correlations between metals, and comparing bottom ash composition with residues from other plants and natural ores, thereby supporting the concept of sustainable resource management. We analyzed samples collected over 52 weeks to identify seasonal variations in metal concentrations. Seasonal analysis and correlation matrices revealed variability and weak dependencies between metal concentrations. A comparative analysis was performed across European and Asian waste-to-energy facilities. The mean value of aluminum in Poland is 32,481 ppm, while in other cities it ranges from 17,000 to 85,000 ppm. Copper concentrations range from 597 to 25,100 ppm (4567 ppm in Poland). Our results show that the concentrations of analyzed metals vary throughout the year, with colder seasons exhibiting higher levels than warmer periods of the year, highlighting the need for effective recycling strategies.

Indexed as

Bottom ashExploratory data analysisMetalsMunicipal solid waste incineration

Identifiers

PMID41238656
PMCPMC12618499

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Registered trials

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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.