Can changes in the distributions of resident birds in China over the past 50 years be attributed to climate change?

Among vertebrates, birds may be the most sensitive to climate change.  Over the past 100 years, the global mean air temperature has increased by 0.85°C. In the last decade, this shift in temperature has been accompanied by a northern shift of bird species in China. The author’s use species distribution models to ask if the rising temperature caused the changes in 9 resident bird species (20 subspecies)  range over the last 50 years.

The 9 chosen species are endangered in China and have a large point distribution data set, additionally these birds have been found outside of the historical boundaries in recent years. Given that the dataset consists of presence-only data and uncertainty in the biotic and abiotic variables, the authors used a fuzzy envelope model trained on data from 1951-1960. Climate factors were chosen based on there influence on environmental suitability for reproduction. From this the suitability for each grid cell for each year between 1961-2010 was calculated. The total suitability for each grid was calculated by summing the suitability across the years. The model accuracy was evaluated using kappa-statistic (k) using the 1951-1960 as baseline for each decade. 

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The range centers of 7 species shifted northern, 6 species east, and 3 species west ward. The suitable range of 9 subspecies increased with climate changes, while others exhibited no change.