ArticleScientific reports2020
Spatial calibration and PM
Article in Scientific reports, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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.
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.
Who cites it
14 citing papers in PubMed.
- Winter inversions and summer smoke: A season-dependent approach to PM₂.₅ modeling with low-cost sensors in complex terrain.The Science of the total environment · 2026Article
- Low-Cost Sensors in 5G RF-EMF Exposure Monitoring: Validity and Challenges.Sensors (Basel, Switzerland) · 2026Review
- Urban Cycling Lab: A citizen science protocol for assessing and reducing exposure to environmental stressors among bike commuters.MethodsX · 2025Article
- Explainable AI for effective management of urban heat sources.Scientific reports · 2025Article
- A Systematic Study of Popular Software Packages and AI/ML Models for Calibrating In Situ Air Quality Data: An Example with Purple Air Sensors.Sensors (Basel, Switzerland) · 2025Article
- Data Insights for Sustainable Cities: Associations between Google Street View-Derived Urban Greenspace and Google Air View-Derived Pollution Levels.Environmental science & technology · 2023Article
- Investigating Use of Low-Cost Sensors to Increase Accuracy and Equity of Real-Time Air Quality Information.Environmental science & technology · 2023Article
- How IoT-Driven Citizen Science Coupled with Data Satisficing Can Promote Deep Citizen Science.Sensors (Basel, Switzerland) · 2022Article
- Field Evaluation and Calibration of Low-Cost Air Pollution Sensors for Environmental Exposure Research.Sensors (Basel, Switzerland) · 2022Article
- Research Priorities of Applying Low-Cost PMInternational journal of environmental research and public health · 2022Review
- Modeling fine-grained spatio-temporal pollution maps with low-cost sensors.NPJ climate and atmospheric science · 2022Article
- Effects of air pollution and habitual exercise on the risk of death: a longitudinal cohort study.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2021Article
- Assessment of PMInternational journal of environmental research and public health · 2021Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The data quality of low-cost sensors has received considerable attention and has also led to PM
Identifiers
What OpenQuestion holds
Registered trials
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.