Frontiers in Psychology · 2018 · 30 citations · 89 references
<b>Background:</b> Experiencing high levels of stress during pregnancy can impair maternal well-being and fetal development. Consequently, unbiased assessment of maternal psychological state is crucial. Self-report measures are vulnerable to social desirability effects. Thus, implicit measures, such as word choice analysis, may offer an alternative. <b>Methods:</b> In this longitudinal online-study, 427 pregnant women described their emotional experiences in writing and additionally responded to self-report questionnaires assessing symptoms of prenatal stress and depression. The written texts were analyzed with a computerized text analysis program. After birth, 253 women provided information on birth outcome. <b>Results:</b> Word use differed significantly depending on maternal socioeconomic (e.g., marital status) and pregnancy-related characteristics (e.g., parity). Prenatal stress and depressive symptoms were associated with more frequent use of negative emotion words and words of anxiety, as well as with less first-person plural, but not singular pronoun use. Negative emotion and cognitive mechanism words predicted birth outcome, while self-report measures did not. <b>Conclusion:</b> In addition to self-report measures, word choice may serve as a useful screening tool for symptoms of depression and stress in pregnant women. The findings on pronoun use may reflect women's changing experience of self-identity during the transition to motherhood.
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George A. Miller · Communications of the ACM · 1995 · 14K citations · Full text
Natural Language Processing, Meaningful Words, Engineering +14
Detection of Postnatal Depression
J. L. Cox, Joan Holden, R. Sagovsky · The British Journal of Psychiatry · 1987 · 13.4K citations