Evidence map›Paper›PMID 39943331›Full record

ArticleSensors (Basel, Switzerland)2025

One-Point Calibration of Low-Cost Sensors for Particulate Air Matter (PM) Concentration Measurement.

Luigi Russi, Paolo Guidorzi, Giovanni Semprini, Arianna Trentini, Beatrice Pulvirenti

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. 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

5 authors.

Luigi RussiDepartment of Industrial Engineering, Alma Mater Studiorum Università di Bologna, Viale Risorgimento 2, 40136 Bologna, Italy.ORCID 0000-0003-4522-8001
Paolo GuidorziDepartment of Industrial Engineering, Alma Mater Studiorum Università di Bologna, Viale Risorgimento 2, 40136 Bologna, Italy.ORCID 0000-0001-7006-7938
Giovanni SempriniDepartment of Industrial Engineering, Alma Mater Studiorum Università di Bologna, Viale Risorgimento 2, 40136 Bologna, Italy.ORCID 0000-0002-5388-8029
Arianna TrentiniTechnical Direction, ARPAE Emilia-Romagna, L.go Caduti del Lavoro, 6, 40122 Bologna, Italy.
Beatrice PulvirentiDepartment of Industrial Engineering, Alma Mater Studiorum Università di Bologna, Viale Risorgimento 2, 40136 Bologna, Italy.ORCID 0000-0002-2607-525X

Funding

LiBER project - PORFESR 2014-2020 grant.Website: https://liberproject.eu/ Programma Operativo Regionale Fondo Europeo Sviluppo Regionale (POR FESR 2014-2020) della Regione Emilia Romagna e dal Fondo per lo Sviluppo e la Coesione (FSC)
6 · The paper itself

Abstract

The use of low-cost sensors has dramatically increased in recent years in all engineering sectors. In the buildings and automotive field, low-cost sensors open very interesting perspectives, because they allow one to monitor temperature and humidity distributions together with air quality in a widespread and punctual way and allow for the control of all energy parameters. The main issue remains the validation of the measurements. In this work, we propose an innovative approach to verify the measurements given by some low-cost systems built ad hoc for automotive applications. Two independent low-cost measurement systems were set to measure Particulate Air Matter (PM) concentration, TVOC concentration, CO

Indexed as

air qualitylow-cost sensorspollutant concentration measurementsensor validation

Identifiers

PMID39943331
PMCPMC11821155

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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.