A user-study measuring the effects of lexical simplification and coherence enhancement on perceived and actual text difficulty.
A user-study measuring the effects of lexical simplification and coherence enhancement on perceived and actual text difficulty.
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DOI:
10.1016/j.ijmedinf.2013.03.001
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发表时间:
2013-08
影响因子:
4.9
通讯作者:
Mouradi O
中科院分区:
文献类型:
--
作者:
Leroy G;Kauchak D;Mouradi O
Low patient health literacy has been associated with cost increases in medicine because it contributes to inadequate care. Providing explanatory text is a convenient approach to distribute medical information and increase health literacy. Unfortunately, writing text that is easily understood is challenging. This work tests two text features for their impact on understanding: lexical simplification and coherence enhancement. A user study was conducted to test the features’ effect on perceived and actual text difficulty. Individual sentences were used to test perceived difficulty. Using a 5-point Likert scale, participants compared eight pairs of original and simplified sentences. Abstracts were used to test actual difficulty. For each abstract, four versions were created: original, lexically simplified, coherence enhanced, and lexically simplified and coherence enhanced. Using a mixed design, one group of participants worked with the original and lexically simplified documents (no coherence enhancement) while a second group worked with the coherence enhanced versions. Actual difficulty was measured using a Cloze measure and multiple-choice questions. Using Amazon’s Mechanical Turk, 200 people participated of which 187 qualified based on our data qualification tests. A paired-samples t-test for the sentence ratings showed a significant reduction in difficulty after lexical simplification (p < .001). Results for actual difficulty are based on the abstracts and associated tasks. A two-way ANOVA for the Cloze test showed no effect of coherence enhancement but a main effect for lexical simplification, with the simplification leading to worse scores (p = .004). A follow-up ANOVA showed this effect exists only for function words when coherence was not enhanced (p = .008). In contrast, a two-way ANOVA for answering multiple-choice questions showed a significant beneficial effect of coherence enhancement (p = .003) but no effect of lexical simplification. Lexical simplification reduced the perceived difficulty of texts. Coherence enhancement reduced the actual difficulty of text when measured using multiple-choice questions. However, the Cloze measure results showed that lexical simplification can negatively impact the flow of the text.
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影响因子:
5
作者:
COHEN, S;KAMARCK, T;MERMELSTEIN, R
通讯作者:
MERMELSTEIN, R
影响因子:
5.7
作者:
Gazmararian, Julie A.;Kripalani, Sunil;Rask, Kimberly
通讯作者:
Rask, Kimberly
影响因子:
5.9
作者:
Friedman, Daniela B.;Corwin, Sara J.;Rose, India D.
通讯作者:
Rose, India D.
影响因子:
--
作者:
Kirkpatrick, MAE
通讯作者:
Kirkpatrick, MAE
DOI:
10.1016/j.ijmedinf.2010.02.002
发表时间:
2010-06-01
影响因子:
4.9
作者:
Leroy, Gondy;Helmreich, Stephen;Cowie, James R.
通讯作者:
Cowie, James R.