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Updated: Feb 7, 2026

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Gradient Echo Quantum Memory in Warm Atomic Vapor
Published on: November 11, 2013
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Less Than 2 °C Warming by 2100 Unlikely
Adrian E Raftery1, Alec Zimmer2, Dargan M W Frierson3
1Department of Statistics, University of Washington, Box 354322, Seattle, WA 98195-4322.
Summary
A new statistical model forecasts global temperature increases of 2.0-4.9°C by 2100, highlighting that rapid carbon intensity reduction is crucial for limiting warming to 1.5°C.
Area of Science:
- Climate Science
- Environmental Modeling
- Statistical Forecasting
Background:
- Intergovernmental Panel on Climate Change (IPCC) projections offer scenarios for 2100 but lack a fully statistical basis.
- Previous climate projections did not fully incorporate statistical methods for forecasting CO2 emissions and temperature change.
Purpose of the Study:
- To develop a statistically-based probabilistic forecast of carbon dioxide (CO2) emissions and global temperature increase to 2100.
- To provide a data-driven assessment of future climate change, considering population, economic growth, and carbon use.
- To compare probabilistic forecasts with existing IPCC scenarios.
Main Methods:
- Utilized a country-specific version of Kaya's identity for CO2 emissions analysis.
- Developed a joint Bayesian hierarchical model for GDP per capita and carbon intensity.
- Incorporated data from 1960-2010 and United Nations probabilistic population projections.
Main Results:
- The 90% interval for cumulative CO2 emissions encompasses the IPCC's middle scenarios.
- The projected likely range for global temperature increase is 2.0-4.9°C, with a median of 3.2°C.
- Population growth was found to be a minor factor; emission mitigation policies already influence the data.
Conclusions:
- Achieving the 1.5°C warming goal necessitates a significantly faster decline in carbon intensity than observed historically.
- The statistical model provides a probabilistic forecast that differs from non-statistical IPCC scenarios.
- Future climate mitigation strategies must prioritize accelerated reductions in carbon intensity.
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