Robert E. Nelson, L. David Carter, Paleoenvironmental Analysis of Insects and Extralimital Populus from an Early Holocene Site on the Arctic Slope of Alaska, U.S.A., Arctic and Alpine Research, Vol. 19, No. 3 (Aug., 1987), pp. 230-241
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Nelson et al. (1987) studied this question.