ArticleNature communications2023
Carbon mitigation potential afforded by rooftop photovoltaic in China.
Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 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
16 citing papers in PubMed.
- A Tutorial on Best Practices and Pitfalls in Applying Machine Learning to Environmental Research.ACS environmental Au · 2026Article
- National-level assessment of infrastructure-coupled roadside solar energy toward transportation decarbonization in China.Nature communications · 2026Article
- Article
- Future rooftop photovoltaics will weaken carbon mitigation but offer promising water and land benefits.Nature communications · 2026Article
- Behavioral uncertainty in EV charging drives heterogeneous grid load variability under climate goals.Nature communications · 2026Article
- Assessment and economic analysis of photovoltaic power generation potential on highway slope: a case study of Guangxi, China.Scientific reports · 2025Article
- Multi-resolution dataset of electricity consumption in Chinese cities.Scientific data · 2025Article
- Thermochromic hydrogels for synergistic mechano-optical properties and global energy saving potential.Nature communications · 2025Article
- Regional carbon emission reduction potential estimation based on scenario analysis under emission standards.Carbon balance and management · 2025Article
- Potential and climate effects of large-scale rooftop photovoltaic energy deployment in northwest China's capital cities.iScience · 2024Article
- Aluminum saving and COiScience · 2024Article
- Artificial intelligence for geoscience: Progress, challenges, and perspectives.Innovation (Cambridge (Mass.)) · 2024Review
- A 10-m national-scale map of ground-mounted photovoltaic power stations in China of 2020.Scientific data · 2024Article
- Sustainable development pathways for energies in Yangtze River Delta urban agglomeration.Scientific reports · 2023Article
- Article
- Carbon mitigation potential afforded by rooftop photovoltaic in China.Nature communications · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
14 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Rooftop photovoltaics (RPVs) are crucial in achieving energy transition and climate goals, especially in cities with high building density and substantial energy consumption. Estimating RPV carbon mitigation potential at the city level of an entire large country is challenging given difficulties in assessing rooftop area. Here, using multi-source heterogeneous geospatial data and machine learning regression, we identify a total of 65,962 km
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.