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. 2021 Nov 1;12:758000. doi: 10.3389/fpsyg.2021.758000

Table 2.

Six notable clusters in the intellectual structure of scientific literacy pre and post the year 2000 (1980 to 2019).

Mean Year ID Size Silhouette LSI LLR MI
1993 4 53 0.822 Science; science knowledge; cognitive strategy use Cognition and cognitive apprenticeship; talking their way into science Cognition and cognitive apprenticeship; marginalized discourses and scientific
1995 3 50 0.810 Science; media; pupils; biomedical communications; reasoning; parents views Scientific reasoning; misunderstanding science; science and technology Science and technology; civic scientific literacy
1996 6 33 0.914 Science; nature; instructional practice; competent scientific practice Social knowledge; cultural basis; information source Social knowledge; cultural basis; moving toward a portfolio culture
2007 1 96 0.794 Science; nature; evaluating knowledge; curriculum reform; high school Literacy component; new direction; teaching nature Equipping student; science model; explicit and reflective versus
2002 2 66 0.885 Science; values; young people; literacy; fundamental sense; Informal reasoning; society and environment; research on conceptual change Society and environment; research on conceptual change
2009 7 45 0.871 Science; language; English language learners; argument; online argumentation Learning progression; scientific argumentation Argumentation from science studies; epistemic thinking

The order of the clusters is presented according to the cluster size.