contextualizing nature of science instruction in socioscientific issues
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This article was downloaded by: [Dana Zeidler]On: 23 April 2012, At: 15:04Publisher: RoutledgeInforma Ltd Registered in England and Wales Registered Number: 1072954 Registeredoffice: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK
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Contextualizing Nature of ScienceInstruction in Socioscientific IssuesJennifer Lynne Eastwood a , Troy D. Sadler b , Dana L. Zeidler c ,Anna Lewis d , Leila Amiri c & Scott Applebaum ca Department of Biomedical Sciences, Oakland University WilliamBeaumont School of Medicine, Rochester, MI, USAb MU Science Education Center, University of Missouri-Columbia,Columbia, MO, USAc Department of Secondary Education, University of South Florida,Tampa, FL, USAd Coalition for Science Literacy, University of South Florida,Tampa, FL, USA
Available online: 18 Apr 2012
To cite this article: Jennifer Lynne Eastwood, Troy D. Sadler, Dana L. Zeidler, Anna Lewis, LeilaAmiri & Scott Applebaum (2012): Contextualizing Nature of Science Instruction in SocioscientificIssues, International Journal of Science Education, DOI:10.1080/09500693.2012.667582
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Contextualizing Nature of Science
Instruction in Socioscientific Issues
Jennifer Lynne Eastwooda∗, Troy D. Sadlerb, Dana L.Zeidlerc, Anna Lewisd, Leila Amiric and Scott Applebaumc
aDepartment of Biomedical Sciences, Oakland University William Beaumont School of
Medicine, Rochester, MI, USA; bMU Science Education Center, University of Missouri-
Columbia, Columbia, MO, USA; cDepartment of Secondary Education, University of
South Florida, Tampa, FL, USA; dCoalition for Science Literacy, University of South
Florida, Tampa, FL, USA
The purpose of this study was to investigate the effects of two learning contexts for explicit-reflective
nature of science (NOS) instruction, socioscientific issues (SSI) driven and content driven, on
student NOS conceptions. Four classes of 11th and 12th grade anatomy and physiology students
participated. Two classes experienced a curricular sequence organized around SSI (the SSI
group), and two classes experienced a content-based sequence (the Content group). An open-
ended NOS questionnaire was administered to both groups at the beginning and end of the
school year and analyzed to generate student profiles. Quantitative analyses were performed to
compare pre-instruction NOS conceptions between groups as well as pre to post changes within
groups and between groups. Both SSI and Content groups showed significant gains in most NOS
themes, but between-group gains were not significantly different. Qualitative analysis of post-
instruction responses, however, revealed that students in the SSI group tended to use examples
to describe their views of the social/cultural NOS. The findings support SSI contexts as effective
for promoting gains in students’ NOS understanding and suggest that these contexts facilitate
nuanced conceptions that should be further explored.
Keywords: Nature of science; Scientific literacy; Science; Technology; Society;
Socioscientific issues
International Journal of Science Education
2012, 1–27, iFirst Article
∗Corresponding author. Department of Biomedical Sciences, Oakland University William Beaumont
School of Medicine, 503 O’Dowd Hall, Rochester 48309, MI, USA. Email: [email protected]
ISSN 0950-0693 (print)/ISSN 1464-5289 (online)/12/000001–27
# 2012 Taylor & Francis
http://dx.doi.org/10.1080/09500693.2012.667582
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Introduction
Understanding the nature of science (NOS) is an essential part of scientific literacy
(Allchin, 2011; American Association for the Advancement of Science, 1989, 1993;
National Research Council [NRC], 1996; Roberts, 2007), and thus teaching NOS is a
primary focus of science education worldwide (Lederman, 2007). Along with science
concepts and inquiry practice, NOS is highlighted as an essential component of the
content that science instruction should provide (NRC, 1996). Socioscientific issues
(SSI) have been established as effective contexts for development of knowledge and
processes contributing to scientific literacy, including evidence-based argumentation,
consensus building, moral reasoning, and understanding and application of science
content knowledge (Sadler, 2009; Zeidler & Sadler, 2011). Considering that SSI
engage students in these central processes of science, and that they provide many oppor-
tunities for explicit discussions of NOS, several researchers have proposed relationships
between NOS views and decision-making in SSI (Abd-El-Khalick, 2003; Bell &
Lederman, 2003; Bell, Matkins, & Gansneder, 2011; Sadler, Chambers, & Zeidler,
2002, 2004; Zeidler, Walker, Ackett, & Simmons, 2002). In this study, we explore
how students’ NOS views change through explicit-reflective NOS instruction contextua-
lized over a full school year in an SSI-based course and a content-based course.
Nature of Science
Scholars in the field of science education generally agree that NOS represents the epis-
temology of science, science as a way of knowing, and ‘the values and beliefs inherent
to scientific knowledge and development’ (Lederman, 1992). Although there is no
complete consensus on a definition of NOS, generally accepted aspects include: scien-
tific knowledge is tentative, empirically based, influenced by social and cultural
factors, and inspired by human creativity and imagination, scientists’ interpretations
are subjective, theories and laws are different kinds of scientific knowledge, and
making observations and inferences are distinct activities (Lederman, 2007).
Research into students’, teachers’, and pre-service teachers’ NOS conceptions has
shown these groups to have generally unsophisticated understanding of NOS
(Lederman, 1992; Ryan & Aikenhead, 1992), and much research has focussed on
developing effective NOS instruction (Lederman, 2007; Sandoval, 2005).
Two distinct approaches to teaching NOS have been discussed in the literature: the
implicit approach in which students are expected to build understanding of NOS
through participating in inquiry activities and enacting process skills, and the explicit
approach in which learning NOS is treated as a cognitive outcome (Abd-El-Khalick &
Lederman, 2000; Lederman, 2007). Research has shown that an explicit approach to
teaching NOS is more effective in facilitating students’ and teachers’ development
of more informed views of NOS (Abd-El-Khalick & Lederman, 2000; Khishfe &
Abd-El-Khalick, 2002). In addition, the combination of explicit NOS instruction
with opportunities to reflect on NOS in the context of inquiry (Schwartz, Lederman,
& Crawford, 2004), history of science (Abd-El-Khalick & Lederman, 2000), and
2 J. L. Eastwood et al.
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elementary science methods (Akerson, Abd-El-Khalick, & Lederman, 2000) has been
shown to improve NOS conceptions. In the explicit-reflective approach used in
these studies, students or teachers are introduced to the aspects of NOS through
examples and activities (Lederman & Abd-El-Khalick, 1998) and engaged in struc-
tured opportunities for reflection, which encourage learners to draw connections
between these experiences, their growing understanding of science, and NOS aspects.
Explicit approaches to NOS teaching may be characterized as ‘integrated’ where
NOS instruction is embedded in the science content and ‘non-integrated’ where
explicit NOS instruction is treated as an independent body of knowledge. Featuring
NOS instruction as a stand-alone unit in the midst of broader science curriculum is
a typical non-integrated approach. Studies that compare integrated and non-inte-
grated approaches with high school students (Khishfe & Lederman, 2006, 2007)
have shown learner gains in NOS conceptions for both conditions, but no significant
differences between the two approaches.
Socioscientific Issues
SSI are ill-structured problems for which solutions are uncertain and complex
(Baxter Magolda, 1999; Kuhn, 1991; Zohar & Nemet, 2002), and, at a minimum,
incorporate two main elements: (1) connections to science content, and (2) social
significance. Because SSI are controversial, have relevance to society, and encompass
varying viewpoints, they have great potential for generating interest among students.
In developing their own positions on SSI, students not only incorporate scientific
knowledge and data, but must also consider social, economic, ethical, and moral
aspects of the problem (Sadler, 2009). Productive SSI-learning environments tend
to engage students in processes of data analysis, reasoning, argumentation, and
decision-making. The learning environment is collaborative and respectful, and
expectations for student participation are high (Sadler, 2011).
Existing literature about SSI has focussed on the effects of SSI-learning
environments on higher-order thinking skills, including argumentation, creativity,
and reflective judgment; science content learning; and motivation (Sadler, 2009).
Many studies of students’ argumentation processes in SSI have documented gains
(Dori, Tal, & Tsaushu, 2003; Tal & Hochberg, 2003; Tal & Kedmi, 2006; Pedretti,
1999; Walker & Zeidler, 2007; Zohar & Nemet, 2002). Others have documented
difficulties, common to argumentation in general, in students’ development of
argumentation practices in SSI (Albe, 2008; Harris & Ratcliffe, 2005; Kortland,
1996). Studies have shown that students in SSI contexts were more likely to display
creativity in their work (Yager, Lim, & Yager, 2006) or show gains in creativity (Lee
& Erdogan, 2007). Additionally, SSI-based instruction was shown to promote
epistemological development through documenting gains in reflective judgment
(Zeidler, Sadler, Applebaum, & Callahan, 2009).
The majority of research on science content learning in SSI has found that SSI-
learning environments promote gains in conceptual knowledge (Sadler, Barab, and
Scott, 2007; Dori et al., 2003; Klosterman & Sadler, 2010; Yager et al., 2006).
Nature of Science in SSI 3
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Researchers that compare SSI contexts to traditional science learning contexts
support the claim that SSI contexts facilitate content learning as effectively as
(Barker & Millar, 1996; Yager et al., 2006) or more effectively than traditional
learning environments (Zohar & Nemet, 2002). The literature also supports the
premise that students find SSI interesting (Albe, 2008; Bennett, Grasel, Parchmann,
& Waddington, 2005; Bulte, Westbroek, de Jong, & Pilot, 2006; Dori et al., 2003;
Zeidler et al., 2009; Harris & Ratcliffe, 2005) and motivational for learning (Dori
et al., 2003; Parchmann et al., 2006). In addition, SSI have been linked to increases
in students’ community involvement (Yager et al., 2006), improved attitudes toward
science (Lee & Erdogan, 2007; Yager et al., 2006), and stronger intentions to study
science in college (Barber, 2001).
NOS in SSI Contexts
SSI-learning environments incorporate processes that relate to NOS and provide
numerous opportunities for explicit connections to aspects of NOS. For these
reasons, researchers have proposed connections between NOS conceptions and
decision-making in SSI. Some have investigated whether NOS conceptions relate to
reasoning processes in the context of SSI. For example, Zeidler et al. (2002) investi-
gated the relationships between students’ NOS understanding and their responses
to evidence that challenged their beliefs. Forty-one pairs of high school students or
pre-service science teachers who represented opposing viewpoints responded to
questionnaires and interviews, eliciting their conceptions of NOS and their beliefs
on an SSI. Taxonomies of students’ NOS conceptions revealed that NOS under-
standing is represented in the ways students respond to evidence conflicting with
their beliefs about SSI; however, students’ explanations of their reasoning with the
SSI were not always congruent with evaluations of their NOS conceptions.
In another study, Sadler et al. (2002) investigated students’ understanding of three
NOS aspects (meaning and interpretation of data, cultural embeddedness, and tenta-
tiveness) and students’ negotiation of conflicting evidence in the context of an SSI.
Students read two contradictory reports on global warming and responded to
questions eliciting understanding of targeted NOS aspects and factors influencing
decision-making in SSI. Distinct categories emerged for each targeted NOS aspect,
which included how data are used to support positions (the empirical NOS), social
influences on a scientific issue, and explanations of the existence of opposing positions
(the tentative NOS). Results revealed that students brought various NOS conceptions
into SSI, and the authors highlighted that SSI could provide abundant opportunities
for addressing NOS in the science classroom.
Other studies have evaluated students’ development and application of NOS views
when engaged in SSI-learning environments. In an exploratory case study, Walker &
Zeidler (2007) investigated the ways in which high school science students interacted
with explicit links to NOS in a web-based SSI unit and the characteristics of students’
argumentation and discourse in a debate. Instruction embedded in the WISE
(web-based inquiry science environment; Bell & Linn, 2000; Linn, Clark, & Slotta,
4 J. L. Eastwood et al.
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2003) platform explicitly incorporated NOS aspects and was designed to engage
students in inquiry and scaffold development of evidence-based arguments. Using
field observations, responses to the Nature of Scientific Knowledge Scale (Rubba &
Andersen, 1978), written artifacts from web-based activities, student participation
in a debate activity, and semi-structured interviews, the authors found that students
did refer to NOS ideas, including creative, tentative, subjective, and social aspects.
However, students did not incorporate discussion of NOS into their debate activity,
even when invoking NOS aspects would have been relevant and useful.
Matkins and Bell (2007) also investigated the effects of integrating NOS instruction
into an SSI. Fifteen pre-service elementary teachers were engaged in instruction on
global climate change and global warming (GCC/GW) with explicit-reflective
teaching of NOS. From analysis of pre- and post-assessments on NOS and GCC/
GW, class assignments, student journals, and interviews, Matkins and Bell concluded
that students improved their understanding of both NOS and GCC/GW, and they
applied these understanding in their decision-making about the SSI.
Khishfe and Lederman (2006) also studied NOS instruction embedded within an
SSI-learning environment. They compared ninth grade environmental science stu-
dents’ NOS conceptions after explicit NOS instruction integrated into a controversial
issue, and non-integrated. In the integrated group, NOS aspects were explicitly con-
nected to global climate content through reflective discussions. The non-integrated
group experienced the same unit on global climate, but received NOS instruction
through generic activities (Lederman & Abd-El-Khalick, 1998) that were temporally
dispersed throughout the unit. Using survey responses and interview data, profiles of
NOS views were generated for each student’s pre- and post-instructional understand-
ing of the tentative, empirical, creative, and subjective NOS and the distinction
between observation and inference. Khishfe and Lederman found that while both
groups improved their NOS conceptions, the integrated group showed slightly
greater gains in informed views and the non-integrated group showed slightly
greater gains in transitional views. The findings suggest that integration of NOS in
controversial science topics is at least as effective in improving NOS conceptions as
de-contextualized explicit-reflective NOS instruction.
In a more recent study, Bell et al. (2011) examined NOS understanding of four sec-
tions of an elementary science method course in relation to two variables: explicit-
reflective or implicit approaches, and SSI-embedded or non-SSI-embedded contexts
of NOS instruction. A 2 × 2 design was used where two sections experienced SSI-
based instruction through a unit on GCC/GW, and two groups received explicit-
reflective NOS teaching incorporating activities, discussion, and reflection. The
four treatment groups included explicit GCC/GW and explicit NOS, no GCC/GW
and explicit NOS, explicit GCC/GW and implicit NOS, and no GCC/GW and
implicit NOS. With the use of pre- and post-questionnaires, classroom artifacts,
and semistructured interviews, the authors found that students in the explicit-
reflective NOS treatment groups (both GCC/GWand no GCC/GW) made significant
gains in NOS conceptions and were able to appropriately apply their understanding
to new situations, but students in the implicit NOS groups made no significant
Nature of Science in SSI 5
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gains in NOS understanding. Although NOS gains were not significantly different
between the two explicit NOS groups, only the students who experienced explicit
NOS teaching in the SSI context were able to apply targeted NOS views in their
justifications for government-supported alternative energy in post-tests. These
students incorporated their understanding of evidence, subjectivity, and consensus
in a question on decision-making on GCC/GW.
Although many researchers have proposed connections between students’ NOS
views and decision-making in SSI, the existing research still provides little empirical
evidence for that link (Sadler, 2009). The studies that have addressed NOS instruc-
tion in SSI-learning environments suggest that these environments can be effective to
facilitate improvement in students’ conceptions of identified NOS aspects. Several
authors have criticized the conceptualization of ‘aspects’ of NOS and associated
assessments as promoting an overly processed ‘consensus list’ that encourages stu-
dents to learn declarative statements about science rather than gain competence in
interpreting scientific practice for personal and democratic decision-making
(Allchin, 2011; Feinstein, 2010). While we recognize the value of NOS understanding
to informed analysis and decision-making in real-world SSI, we also do not discount
the value of these understanding as cognitive outcomes in themselves, similar to
understanding the role of base pairing in DNA replication or the purpose of a negative
control in an experiment. However, these understanding must be more robust than
borrowed statements, such as ‘science is tentative’. Students’ elaboration of their
views is required to establish an informed view, and we consider well-elaborated con-
ceptions of NOS valuable knowledge. Given these perspectives on NOS and SSI,
more information is needed on the effectiveness of SSI-learning contexts in helping
students develop informed NOS conceptions. This study addresses how a long-
term, explicit-reflective approach to NOS instruction in SSI-based and content-
based courses influences students’ NOS understanding.
Theoretical Perspective Guiding Classroom Context and Research
Our view of SSI is grounded in the interrelated theoretical constructs of situated
learning, communities of practice, and Gee’s discourse (Sadler, 2009; Brown,
Collins, & Duguid, 1989; Gee, 1999; Greeno, 1998; Lave, 1991; Lave & Wenger,
1991). Situated learning emphasizes the interconnectedness of the environment
and the processes of knowing and learning. Learning occurs as students interact
with other individuals and resources, and the relationship between the individual
and the context afford and constrain the learning that can occur (Greeno, 1998).
A community of practice includes the physical environment, individuals interacting
within that environment, and the tacit and explicit cultural norms of that environment
(Lave, 1991). Learners undergo a process of enculturation, where they come to under-
stand the norms of participation in that community (Barab, Barnett, & Squire, 2002).
Sadler (2009) calls for SSI contexts that transform science classrooms into communities
of practice, in which participants develop socioscientific discourses. Socioscientific
discourse (capital ‘D’), as consistent with Gee’s (1999) construct of discourse, includes
6 J. L. Eastwood et al.
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both verbal interaction between individuals (discourse—lower case ‘d’) and the activities
of the community in which individuals interact. In such a ‘transformed’ science class-
room, learners develop identities as legitimate participants in socioscientific discourses,
in which they are willing and empowered to contribute to society through negotiation of
both scientific and social aspects of real-world problems (Sadler, 2009). Additionally,
socioscientific discourses should incorporate epistemological norms, such as an
emphasis on NOS. The SSI classes in this study represent a ‘transformed’ learning
environment, in which a high school anatomy and physiology curriculum was altered to
engage students in scientific inquiry, promote epistemological development, and encou-
rage reflection on developing commitments (Zeidler, Applebaum, & Sadler, 2011).
Focus of the Current Study
This study examines two different contexts for integrated, explicit-reflective NOS
instruction carried out over a full school year: SSI driven and Content driven. We
investigate how NOS instruction contextualized in an SSI-learning environment
and NOS instruction contextualized in a science content-driven curriculum influence
students’ NOS conceptions and whether the two conditions shape student NOS
conceptions in unique ways. Additionally, we examine whether students’ responses
reveal qualitative differences in students’ understanding of NOS that relate to the
context of instruction. Research questions include the following:
(1) Does explicit-reflective NOS instruction contextualized within an SSI-driven
curriculum lead to student gains in NOS understanding?
(2) Does explicit-reflective NOS instruction contextualized within a content-driven
curriculum lead to student gains in NOS understanding?
(3) Are there pre- to post-instructional changes in NOS understanding between
students for whom NOS instruction was contextualized in SSI and students for
whom NOS instruction was contextualized in science content?
(4) Do students in the two treatment conditions provide qualitatively different
responses to NOS prompts? If so, what is the nature of those differences?
Methods
Context of Study
The current study originated as a collaboration between two science educators with
established records of research in SSI and an experienced high school science
teacher who was also a graduate student in science education. While the teacher
was comfortable and proficient with traditional methods of teaching, it is fair to say
he was both supportive yet skeptical of the SSI intervention (Zeidler, Applebaum,
& Sadler, 2011). Accordingly, the teacher had helped in preparing and delivering
the SSI curriculum and was, therefore, comfortable and proficient in its delivery.
The larger project focussed on three areas of research on SSI-learning environ-
ments in which little had been published: student development of reflective judgment,
Nature of Science in SSI 7
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moral sensitivity, and NOS understanding. The researchers developed two curricular
sequences that featured explicit-reflective NOS instruction for an academic year-long
high school anatomy and physiology course. One curricular sequence (the SSI-driven
curriculum) was organized around a series of SSI with conceptual links to anatomy
and physiology. The content-driven curriculum was organized around anatomy and
physiology content. The lead researcher on this project maintained a close relation-
ship with the teacher, meeting weekly to discuss pedagogy after observing the
classroom and sometimes modeling activities. Multiple researchers were involved in
data collection, analysis, and interpretation.
Participants
Participants included students from four 11th and 12th grade Anatomy and Physi-
ology classes in a large, public, suburban high school in Florida. The school was
located in an upper middle class neighborhood where the majority of participants
lived. Few students of low socioeconomic status were represented in the sample.
Each class included 27–31 students and males and females were equally distributed.
The course was an elective with most students planning to attend college after gradu-
ation and some interested in pre-med majors. Two classes used the SSI-driven curri-
culum (the SSI group) and the other two classes used the content-driven curriculum
(the Content group). Classes were randomly assigned to condition and there was
no self-selection of students into conditions. The teacher, who contributed to the
design of both curricular sequences, taught all four classes.
NOS Instruction
The SSI and Content groups both received explicit-reflective NOS instruction.
Although we view SSI as providing many opportunities to discuss aspects of NOS
in relation to real-world situations (Zeidler et al., 2002), we also view NOS instruction
as compatible with a content-driven approach to teaching science, considering that
NOS aspects are central to understanding scientific processes and the origins of
scientific knowledge. In both the SSI and Content groups, NOS instruction included
explicit teaching through activities and demonstrations as well as making explicit
connections between NOS aspects and classroom content.
At the beginning of the year, both groups participated in a variety of stand-alone
NOS learning experiences (Abd-El-Khalick & Lederman, 1998) including black
box activities and puzzle solving activities. The presence of one of the researchers
with his continuous feedback to the teacher confirmed and assured that the initial
explicit NOS instruction was virtually identical for all classes in each group. The
instructor explicitly introduced NOS aspects through these activities, and engaged
students in reflection on these experiences. As the semester progressed, the instructor
adopted more integrated approaches; he continually referred back to the foundational
NOS experiences and helped students to explore NOS themes in the context of
science content and/or SSI. For example, in the Content classes, students studied
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cell biology. As a part of these experiences, the instructor drew explicit connections to
empirical bases for our current understanding of cell structure and function, high-
lighted how the field’s understanding of cells has changed over time, and discussed
how creative advancements in experimental design and technology mediated the
field’s evolving understanding. In the SSI classes, students studied cell biology
through exploration of issues associated with stem cell research. As in the Content
classes, the instructor highlighted ways in which understanding of cells (and stem
cells in particular) had changed as well as ways in which the creativity of scientists
and technologists has shaped this field. The SSI context also afforded opportunities
for students to critically examine ways in which science and society are mutually
influenced and shaped.
The SSI Group
For the SSI group, course content was embedded within a series of SSI. Kolstø’s
(2001) ‘content transcending’ themes informed the design of instruction for the treat-
ment group. These themes include (1) Science-in-the-making and the role of consen-
sus in science; (2) Science as one of several social domains; (3) Descriptive and
normative statements; (4) Demands for underpinning evidence; (5) Scientific
models as context-bound; (6) Scientific evidence; (7) Suspension of belief; and (8)
Scrutinizing science-related knowledge claims. Pedagogical strategies for decision-
making with SSI included establishing the difference between general and scientific
knowledge, establishing criteria for evidence, considering scenarios that may lead to
different conclusions, and considering moral consequences (Keefer, 2003; Pedretti,
1999; Ratcliffe, 1997; Ratcliffe & Grace, 2003).
The SSI framework established in this study was consistent with strategies to
advance students’ development of reflective judgment (Baxter Magolda, 1999;
Kegan, 1994; King & Baxter Magolda, 1996). Such strategies guided classroom
instruction and included showing respect for students’ ideas, including discussion
and resources for exploring different perspectives on ill-structured problems,
facilitating critical evaluation of different arguments on an issue, scaffolding
evidence-based decision-making, and explicitly addressing uncertainty and epistemo-
logical assumptions (King & Kitchener, 2002).
The researchers and teacher developed activities to facilitate student understanding
of both science concepts and the social context of the issues discussed. Figure 1 illus-
trates the SSI curriculum including interrelationships between content knowledge
and SSI contexts. Topics included controversial contemporary issues such as stem
cell research, euthanasia, fluoridation of public water supplies, safety of marijuana
use, and fast food and health. Units were designed to highlight the subjective,
theory-laden, empirical, creative and culturally embedded NOS. Class time was
spent in discussion, argumentation, role-play, small group activities, and research
into particular issues. Little time was spent in lectures and traditional lab activities.
Anticipated student outcomes included enhanced understanding of anatomy and
physiology content, improved argumentation and decision-making with SSI,
Nature of Science in SSI 9
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Figure 1. Design of SSI curriculum
10 J. L. Eastwood et al.
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participation in scientific discourses, socio-moral development, and more informed
NOS conceptions. Although content gains (i.e. anatomy and physiology concepts)
were not a specific focus of the current study, we conducted analyses of content
understanding through examinations administered at the beginning and end of the
school year. The examinations focused on structure and function of all major organ
systems in the human body. We found the SSI group to have demonstrated more
positive changes in understanding of fundamental anatomy and physiology concepts
than the Content comparison group (Zeidler, Sadler, Applebaum, Callahan, &
Amiri, 2005).
The Content Group
The Content group was taught using a traditional, content-driven approach, where
course topics followed the organization of the textbook, covering the organ systems
of the human body. The topics included the organization of the human body into
cells, tissues, organs, and organ systems, with in-depth treatments of body systems
including skeletal, muscular, nervous, cardiovascular, respiratory, digestive, excre-
tory, and reproductive. Classroom activities included lectures, lab activities,
discussion of anatomy and physiology concepts, and completing worksheets.
The NOS aspects emphasized in the SSI group (subjective, theory-laden, empiri-
cal, creative, and culturally embedded NOS) were also emphasized in the Content
group. However, whereas explicit NOS connections to science were made in both
groups, the SSI group considered NOS themes to be contextualized and extracted
from contemporary issues, while the Content group explored NOS themes in the
context of research associated with anatomy and physiology content. While both
groups engaged in reflection and discussion of NOS, we recognize that students
experienced different learning activities. Therefore, our study addresses two different
types of learning contexts, not simply two different presentations of content. For both
the SSI and Content groups, intended student outcomes included knowledge of
anatomical form and function and more informed NOS conceptions.
Administration of the VNOS
Students in both the SSI and Content groups responded to the VNOS form C
(VNOS-C) prior to instruction and at the end of the academic year to provide pre
and post data points. VNOS is well established in terms of face and content validity,
and has been extensively used in research with various groups of students and teachers
(Lederman, 2007; Lederman, Abd-El-Khalick, Bell, & Schwartz, 2002). VNOS-C
(Abd-El-Khalick, 1998) was adapted from prior VNOS forms (Abd-El-Khalick,
Bell, & Lederman, 1998; Lederman & O’Malley, 1990) to assess individuals’ under-
standing of target NOS aspects, including the tentative, creative, empirical, inferen-
tial, socially and culturally embedded, and theory-laden NOS as well as the
distinctions between theory and law and the myth of a single scientific method
(Lederman et al., 2002). Open-ended questions allowed students to elaborate on
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their understanding of NOS, and overlapping of target aspects among the questions
allowed researchers to generate profiles of students’ understanding of each aspect.
For example, the following questions are included in VNOS-C:
. After scientists have developed a scientific theory (e.g. atomic theory, evolution
theory), does the theory ever change?
. Science textbooks often define a species as a group of organisms that share similar
characteristics and can interbreed with one another to produce fertile offspring.
How certain are scientists about their characterization of what a species is? What
specific evidence do you think scientists use to determine what a species is?
Both questions could elicit responses on a range of target NOS concepts, including
the tentative, empirical, inferential, and theory-laden NOS. From the full set of
VNOS responses, researchers are able to develop inferences about participants’
conceptions of the target NOS aspects.
Data Collection and Analysis
Four researchers participated in the analysis of VNOS data. The teacher was not
involved in data analysis. All these researchers were familiar with exemplar coding
schemes for NOS aspects generally and VNOS data more specifically. To develop a
valid coding scheme for the particular context of the participants in this study, the
researchers initially engaged in independent inductive analysis of the data set to gen-
erate an emergent taxonomy that characterized the range of patterns observed in this
particular data set (Lederman et al., 2002; Lincoln & Guba, 1985). Analysis of the
data proceeded in several distinct iterations. For each phase of coding, researchers
were blind to the group affiliations of participants. In the first round of review, the
researchers independently examined 12 sets of VNOS responses randomly sampled
from among the four classes including both pre- and post-instruction data. Based
on these reviews, the researchers identified six distinct NOS themes to examine
within the data sets: the empirical, tentative, creative, and social NOS along with dis-
tinctions between laws and theories and the use of scientific models. The researchers
also shared initial ideas for an emergent taxonomy for characterizing the diversity of
views observed within each of these aspects. The negotiation of intra-theme codes
continued through two more rounds of independent review of VNOS responses.
After these three iterations of review and negotiation, the researchers established a
coding system that included three ordinal categories for each NOS theme in addition
to a ‘no relevant response’ code. The ordinal categories were ‘informed’, ‘transi-
tional’, and ‘naı̈ve’. These categories and examples of student responses are presented
in Table 1. Two researchers then applied the emergent coding scheme to 10 tran-
scripts, which had not been previously examined, to calculate inter-rater reliability.
Based on these results, Cohen’s kappa was calculated at 0.91, indicating a high
level of inter-rater reliability. In the final iteration of this phase of analysis, the two
researchers applied the analytic codes to the rest of the data set.
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Table 1. VNOS coding scheme with examples from student responses
Themes Informed Transitional Naive
Empirical Science is a process
which involves the
collection of data and
generation of inferences.
Science becomes a tool to
explain natural
phenomena
Science is a process that
leads to the closest
approximations of fact
and truth
Science is proven fact. It is
the way to know the right
and true answers
‘Science is the knowledge
and acquisition of
knowledge . . . it has the
stated aim to be unbiased
. . . however obviously
this is impossible . . .
Nonetheless, it is the
attempt towards
empirical explanations of
the world’
‘Science is learning from
our observations and
others’ observations . . .
Science may not be fact
but it is the best that
humans can do’
‘Science is answers to
questions we have about
the world. It gives us proof
and knowledge’
Tentative Scientific understanding
can change over time
given new evidence or
interpretations; however,
scientific understanding
is dependable
Scientific understanding
is uncertain and
changing. (A student
recognizes the tentative
NOS but does not
acknowledge the
dependability or
usefulness of scientific
knowledge)
Scientific understanding is
certain and unchanging
‘Theories change
because of new
technological
developments and
influence of differing
scientific opinions.
However, it is still
necessary to learn
theories to gain current
knowledge’
‘Science is always
changing . . . Theories are
constantly changing’
‘They [scientific theories]
definitely do not change. A
theory is something that’s
been proven time and time
again by numerous people
and when done the correct
way, it always turns out
with the same results’
Creative Creativity and
imagination play
significant roles
throughout scientific
practices.
Creativity and
imagination play roles
only in specified areas of
scientific practices.
Science has no room for
creativity or imagination.
‘Scientists do use
creativity & imagination
to resolve problems that
come up with planning &
design . . . Also the need
‘I believe that scientists
must use imagination in
order to find ways to test
a hypothesis and to find a
hypothesis in the first
‘I believe that ideally
scientists would stick to
only what the data said and
not add their own
(Continued)
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Table 1. Continued
Themes Informed Transitional Naive
to come up with new
approaches and figuring
out what the results tell
us’
place. I don’t think,
however, that
imagination is used in
finding data or stating a
conclusion. A conclusion
must be a fact’
[imagination and
creativity]
Social/
cultural
Personal, social and
cultural influences shape
science and the ways
scientists interpret data
and arrive at conclusions
Scientists may be
personally influenced by
social and cultural
factors, but science as an
enterprise is insulated
from these influences
Science is insulated from
social and cultural
influences
‘Science is definitely
reflected by social and
cultural values. First of
all some people don’t
even question things . . .’
‘I guess its [a scientific
conclusion is related to]
how you perceive the
data, and what you base it
on . . . I think science is
universal. . . And that
once proved, political
wishes have nothing to do
with theories . . .’
‘I would say it [science] is
universal . . . It is not so
much influenced by social,
political and philosophical
values’
Theory
and law
Theories and laws are
unique representations of
scientific understanding
because theories explain
complex phenomena
while laws describe
consistent regularities
Theories are explanatory
in nature but the primary
distinction relates to the
fact that laws are proven
and unchanging
Theories can become laws
when enough data is
collected
‘A scientific theory is a
possible explanation for
something, which can be
proven false. A scientific
law, however, is more . . .
it’s like Newton’s laws of
motion and the law of
gravity . . .’
‘There is a difference
between scientific theory
and scientific law.
Scientific theory is test an
idea that makes sense to
most people and is widely
accepted. Scientific law is
always a definite and can
always be proven . . .’
‘A theory can become a
law after it is sufficiently
tested and is proven true’.
Scientific
models
Scientific models are
based on data and
inferences and are useful
for understanding or
predicting phenomena.
They represent abstract
ideas. Multiple models of
the same content/context
are possible and useful
Scientific models are
based on data and
inferences and are useful
because they present
concrete representations
of phenomena. There is a
best model but this may
change over time given
new data
Scientific models are visual
or concrete representations
of reality (one-to-one
correspondence). Science
has a best model for
phenomena
(Continued)
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Pre-instruction NOS conceptions, designated as proportions of students at each
rating, were compared by NOS themes for the SSI and Content groups using
Fisher’s exact tests. Within-theme changes from pre- to post-instruction assessments
were determined for each group using a Wilcoxon signed rank test. Pre to post
changes for the SSI and Content groups were compared for each NOS aspect using
the Mann–Whitney U test. We used an alpha level of 0.05 for all statistical tests,
which we consider to be conservative based on the small sample size.
Results
Analysis of the pre-instruction VNOS questionnaire data revealed that the SSI and
Content groups were not significantly different in their levels of NOS understanding
prior to instruction (see Table 2). After instruction, both SSI and Content groups
showed significant gains in each aspect of NOS with the exception of the social/
cultural NOS for the Content group and the scientific models category for the SSI
group. In these two cases, students demonstrated gains, but the gains were not
interpreted to be statistically significant at an alpha of ,0.05 (see Table 3).
However, given the relatively small sample size and the fact that the two p values in
question were 0.05 (social/cultural NOS for the Content group) and 0.06 (scientific
models category for the SSI group), it would be inappropriate to draw extensive
inferences from these slight deviations from the otherwise consistent patterns seen
in both groups. Comparing pre to post gains between groups revealed no significant
differences between the SSI and Content groups (see Table 4).
The fourth research question called for a qualitative analysis of potential differences
in the ways in which the SSI and Content groups responded to the VNOS prompts.
Research questions 1–3 focussed on pre- to post-instructional changes, and changes
were documented through the ordinal rubric presented in Table 1. This particular
approach to analysis was appropriate to the first three research questions but some-
what limited with respect to documenting the full range of differences between
Table 1. Continued
Themes Informed Transitional Naive
‘The phylum, genus,
species system is just
what it implies—a
system. This system
was manmade and thus is
likely less than perfect’
‘I don’t think scientists
are positive that atoms
look the way they are
drawn. Atoms are too
small to see even under a
microscope, so scientists
take information that
they do know and apply it
to a shape they think
would be best for the
structure’
‘I’m relatively certain
that scientists are sure
that the atom exists with all
the aforementioned parts
. . .’
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VNOS responses provided by students in the two groups. Hence, the fourth research
question prescribed a more open-ended analysis that enabled our team to explore
differences between the groups not captured in the rubric created for the other
parts of the analysis.
There were no discernible differences between the groups on the pre-instruction
NOS assessment. Individual students certainly varied with respect to the kinds of
responses they provided, but we did not observe any differences that varied systema-
tically by instructional group. In analysis of the post-instruction responses, we noticed
differences in the ways in which students used specific examples to support their
discussion of VNOS questions. We made this observation during the iterative quali-
tative review process during which the reviewers were unaware of the respondents’
Table 2. Pre-instruction VNOS results for SSI and content groups
Content (%)
(n ¼ 35)
SSI (%)
(n ¼ 43)
p-Value
(Fisher’s exact test)
Empirical
Informed 0 2 0.45
Transitional 17 26
Naive 66 49
No response 17 23
Tentative
Informed 31 30 1.00
Transitional 51 51
Naive 14 14
No response 3 5
Creative
Informed 23 40 0.29
Transitional 40 37
Naive 11 12
No response 26 12
Socially/culturally
embedded
Informed 29 30 0.54
Transitional 9 16
Naive 31 19
No response 31 35
Theory and law
Informed 0 0 0.37
Transitional 17 7
Naive 77 84
No response 6 9
Models
Informed 0 2 0.92
Transitional 17 14
Naive 46 51
No response 37 33
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Table 3. Within group pre- to post-instructional changes in VNOS results
Content
p-Value (Wilcoxon
signed-rank test) SSI
p-Value (Wilcoxon
signed-rank test)
Empirical
N 26 0.005 32 0.003
Mean 0.62 0.56
SD 0.94 0.91
Median 1 0
Tentative
N 34 0.007 39 0.006
Mean 0.41 0.38
SD 0.78 0.78
Median 0 0
Creative
N 21 0.006 35 0.001
Mean 0.62 0.51
SD 0.80 0.82
Median 1 0
Socially/culturally
embedded
N 21 0.050 27 0.009
Mean 0.57 0.52
SD 1.1 0.89
Median 0 0
Theory and law
N 32 0.009 38 0.007
Mean 0.41 0.37
SD 0.76 0.75
Median 0 0
Models
N 20 0.030 24 0.060
Mean 0.40 0.38
SD 0.68 0.88
Median 0 0
Table 4. Between group pre to post changes for aspects of NOS
p-Value
(Mann–Whitney U test)
Empirical 0.87
Tentative 0.81
Creative 0.55
Socially/culturally embedded 0.80
Theory and law 0.63
Models 0.95
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group affiliations. In order to determine whether the variation in the use of examples
varied by group (SSI and Content), we revealed group affiliation for approximately
half of the sample and re-examined the VNOS responses with a more fine-grained
analysis than typically done when only looking for indicators of NOS tenets, paying
particular attention to the use of contextualized examples subsuming NOS tenets.
We did detect systematic differences in how students from the two groups used
examples on one particular item that targeted learner views on social and cultural
NOS. The item prompt is listed here:
Some claim that science is infused with social and cultural values. That is, science reflects
the social and political values, philosophical assumptions, and intellectual norms of the
culture in which it is practiced. Others claim that science is universal. That is, science
transcends national and cultural boundaries and is not affected by social, political, and
philosophical values, and intellectual norms of the culture in which it is practiced. If
you believe that science reflects social and cultural values, explain why. Defend your
answer with examples. If you believe that science is universal, explain why. Defend
your answer with examples.
After identifying this particular item as a source of potential difference between the
groups, we initiated another round of open coding with group affiliation blinded. We
developed an emergent coding scheme to systematically characterize potential differ-
ences in the use of examples. We found three distinct patterns: (1) respondents effec-
tively used examples to support their perspectives on the social and cultural NOS, (2)
students discussed examples but the examples were either inaccurate or irrelevant to
the perspective being advocated, and (3) students provided a response that did not
feature examples. Within the first group, we observed students using examples to
demonstrate three different perspectives on the interactions of science and society:
(a) students discussed examples of how social and cultural values influence scientists
and the work they do, (b) students used examples to illustrate how social and cultural
values influence citizen’s views of science, and (c) a couple of students presented
examples as a means of demonstrating the universality of science. In the case of
group (c), students were reporting a non-normative view of science, but they did
so with a legitimate example that supported their espoused view. Table 5 presents
each of these categories and exemplar quotations along with the proportion of stu-
dents from each group who demonstrated the corresponding pattern. As evidenced
in Table 5, a greater proportion of students in the SSI group used examples to
strengthen their presentation of their perspectives related to how science is socially
and culturally influenced. A post hoc chi square analysis indicated that the group
differences were not statistically significant; however, given the relatively small
sample size, we believe that these results highlight a potentially important trend
that warrants further investigation.
Discussion
Research on NOS supports the conclusion that most learners do not have adequate
understanding of NOS. However, there is evidence to suggest that explicit-reflective
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approaches to NOS instruction can promote students’ development of more informed
NOS understanding. SSI provide excellent contexts for explicit-reflective NOS
instruction in their numerous opportunities to exemplify aspects of NOS. SSI contexts
highlight conflicting evidence, different interpretations of data, and alternative per-
spectives. Such problems lend themselves to discussions of scientific knowledge as
empirically based, inferential, tentative, subjective, creative, and influenced by social
and cultural factors. For example, in a unit on the SSI of stem cell research, sociocul-
tural characteristics of NOS may be discussed when considering how legislation and
moral concerns of scientists and society influence embryonic stem cell research.
Creative aspects may be discussed in the possibilities envisioned for new treatments
for diverse conditions and diseases. Tentative features may be considered in examining
a timeline of discoveries, advances, and pitfalls in stem cell research, while empirical
qualities may be deliberated when comparing and contrasting evidence for the
usefulness of embryonic stem cells versus adult stem cells for treating disease.
This study documents learning environments in which explicit-reflective NOS
instruction was contextualized in an entirely SSI-based science course and another
Table 5. Student use of examples to justify positions related to the cultural and social NOS
Content
(n ¼ 36)
SSI
(n ¼ 38) Exemplar quotation
Uses appropriate
examples
Examples of the
social and cultural
NOS
14 (39%) 23 (61%) Science definitely reflects social and cultural
values. Prime example: USA. President Bush
has ended the research of stems cells due to
his own personal and religious beliefs. As a
result, science cannot develop its capacity in
the field of stem cells. Thus, philosophical
values have affected science
Examples of the
universality of science
2 (6%) 0 (0%) I think it [science] is universal because no
matter where you do research, like let’s say
I was to conduct research on the stars.
Whether I was in Florida or China the stars
are still going to look the same and get the
same results
Uses inaccurate or
irrelevant example
3 (8%) 2 (5%) I believe that science is universal but in some
cases it is influenced by social and cultural
values. For example, the food that people eat
can be influenced by social or cultural values
Does not use examples 17 (47%) 13 (34%) If science was pure then it would be
universal, but, because we are human, there
is sociocultural influence in science. It is very
difficult to think completely objectively and
to detach oneself from core beliefs/opinions.
Social [and] cultural values influence all of us
and are inevitably reflected in science
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in a more traditional content-driven course. Based on our results, we cannot conclus-
ively support SSI- or content-driven contexts as more effective in promoting gains in
students’ formal conceptions of NOS. However, our findings indicate that SSI contexts
are as effective as content-driven ones in promoting more informed conceptions of
NOS. This study adds support to previous studies suggesting that SSI are effective
contexts for improving students’ NOS views (Khishfe & Lederman, 2006; Matkins
& Bell, 2007; Walker & Zeidler, 2007) and that NOS instruction integrated in SSI
is at least equally effective as NOS instruction delivered through de-contextualized
activities that are unrelated to SSI (Bell et al., 2011; Khishfe and Lederman, 2006).
This study confirms results generated in previous work, but it extends those find-
ings because of its longitudinal nature. Until now, efforts to embed NOS instruction
in SSI have been limited to relatively short-term units. The current study extends over
an entire school year; the fact that similar results were found in such a lengthy study
suggests that the previously found gains could persist beyond short treatments. This
study offers important insights into the sustainability of benefits associated with
SSI-based education. In the current era of ‘accountability’, in which teachers hesitate
to ‘add’ anything to their curricula in fear that it will detract from their students’
abilities to master standards-based content (including NOS ideas), the findings of
this study have pragmatic importance. Focussing on SSI in classrooms does not
have to be considered an add-on: teachers can contextualize instruction in SSI and
support important NOS learning gains among their students.
From a conceptual perspective, it seems plausible that embedding NOS instruction
in SSI could be particularly effective in promoting sophisticated notions of the social
and cultural NOS. By definition, SSI showcase interactions between science and
society and provide natural opportunities for learners to reflect on ways in which
science and society are mutually constitutive in terms of their influences. We noted
that in the post-instruction instrument, as Table 5 indicates, students in the SSI
group used socioscientific examples more frequently to support their responses, par-
ticularly in areas connected to social and cultural concepts of NOS (61% to 39%). For
example, these students commonly referred to political influences and societal interest
in stem cell research, genetic engineering, and AIDS research. In contrast, their peers
in the Content group invoked examples of any kind less frequently. This result was
not found to be statistically significant, but shows potential for further research.
We inferred that the SSI group was more likely to provide examples of science as
socially and culturally embedded because their instruction highlighted a series of
specific issues where social factors were discussed, debated, and reflected upon.
With this inference, we recognize that features of the learning environment, such as
engagement in argumentation and debate, could be significant factors in this result
as well as the issues around which instruction was built. In our analysis, we found
that the SSI group was more likely to provide examples that were both specific and
accurate as compared to the Content group (see Table 5). Our finding suggests that
SSI may enhance understanding of the social/cultural NOS by providing students
with accessible examples that help them articulate and reflect upon aspects of
NOS, and that further research could be fruitful. Future studies should investigate
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how SSI-based education affects student understanding of the social and cultural
aspects of NOS in addition to ways in which students apply knowledge from instruc-
tional examples or cases to new SSI contexts.
The Assessment of NOS Understanding in SSI Contexts
Considering that VNOS prompts are primarily decontextualized, it is possible that
explicit-reflective NOS instruction contextualized in SSI promotes development of
NOS understanding that we were unable to detect. Sandoval (2005) notes several
limitations of assessments of science epistemologies, similar to VNOS, such as
abstract questions and responses that tend to be short and ambiguous. Existing
instruments to assess NOS conceptions primarily target students’ understanding of
formal science. Sandoval differentiates formal epistemology, which includes ideas
about scientific knowledge and formal scientific practice, from practical epistemology,
which includes students’ ideas about how they produce knowledge in school science.
Essentially, Sandoval asserts that the epistemological views students hold about
formal science are different from the views they hold about how they do science.
Therefore, an assessment targeting formal epistemology may not fully capture
students’ understanding of NOS.
Additionally, several scholars have theorized that students’ epistemologies are
context-dependent. Hammer and Elby (2002) view epistemologies as collections of
‘resources’ called upon in particular contexts. Several research studies report that
students’ NOS conceptions are inconsistent among different contexts (Hammer,
1994; Roth & Roychoudhury, 1994; Sandoval & Morrison, 2003; Solomon, Duveen,
& Scott, 1994). Leach, Millar, Ryder, and Sere (2000) found that open-ended survey
responses varied between contextualized and de-contextualized questions. The majority
of the VNOS prompts we used to assess students’ NOS views were de-contextualized,
although some provided examples from science content. An assessment contextualized
in socially relevant science-related situations could provide more insight into
students’ NOS conceptions that are called upon in SSI contexts.
Sandoval (2005) discussed possibilities for assessing practical epistemologies as
students are engaged in scientific processes. For example, Driver, Leach, Millar,
and Scott (1996) and Leach, Driver, Millar, and Scott (1997) used interview
protocols to probe students’ epistemologies while students were engaged in problem
solving. Perhaps an instrument that would allow the researcher to probe ideas in the
context of SSI activities, where students can draw upon their existing knowledge,
would be more fruitful for exploring links between NOS and SSI.
Some existing research has examined students’ articulation of NOS views in the
context of SSI, although most of those studies do not assess changes in NOS views
before and after instruction. Several studies have shown that students do effectively
apply NOS views in decision-making with SSI (Sadler et al., 2002; Zeidler et al.,
2002), although Walker & Zeidler (2007) found that students did not spontaneously
incorporate discussion of NOS into a debate activity. Matkins and Bell (2007)
provided qualitative evidence of students’ changes toward greater sophistication of
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NOS views as contextualized in SSI after an SSI-based unit with explicit-reflective
NOS instruction. Students applied observations and inferences to scientists’ descrip-
tion and explanation of global warming (GW) and discussed the idea that scientists
held different perspectives on the danger of GW due to different inferences from the
same data. Students also noted that study of GCC/GW changed their views of
science, citing the subjective, tentative, and socially/culturally embedded NOS.
Additionally, although Bell et al. (2011) found that there were no differences in
NOS gains as assessed by VNOS-B between pre-service teachers who experienced
explicit-reflective teaching in an SSI context and those who experienced NOS as a
stand-alone topic, they found that when NOS instruction was connected to an SSI
context, students were better able to apply understanding of subjectivity, evidence,
and consensus in decision-making with SSI. Our finding that students who received
explicit-reflective NOS instruction in SSI were more likely to explain the social/
cultural NOS using examples also suggests that context is important to students’
articulation of NOS views.
Possibilities for Assessing NOS Contextualized in SSI
More research is needed to better understand how SSI-based learning environments
may promote NOS understanding and whether NOS instruction contextualized in
SSI may provide different outcomes in students’ understanding of NOS. Different
methods of assessing NOS conceptions may be designed, which are sensitive to
relevant sociomoral contexts and align with the scientific literacy goals of NOS instruc-
tion in SSI-learning environments in more nuanced ways. Sandoval’s (2005) sugges-
tions for research on practical epistemologies, such as prompted recall interviews or
questions on students’ reasoning where epistemological ideas are likely to come into
play hold promise. Allchin (2011) presents a prototypical method for assessing NOS
understanding in historical and contemporary SSI contexts, called ‘Knowledge of
the Nature of Whole Science (KNOWS)’. The assessment engages students in analysis
of socioscientific cases, such as the debated link between vaccines and autism, and
examines their ability to identify relevant NOS concepts and relate them to their
interpretation of the reliability of claims. Allchin reframes NOS from a consensus
list to a set of dimensions that encompass contextually dependent conceptions of
NOS. In analyzing such an assessment, student profiles may be developed using
rubrics based on the proposed NOS inventory, and these may be adapted to quantitat-
ive indexes. These types of careful, in-depth examinations, though time consuming,
have potential to form foundations for alternative valid instruments that may be
used on a larger scale.
Conclusions
This study adds evidence to the few existing studies on NOS learning in SSI, finding
that SSI-based learning environments can provide effective contexts for improving
students’ NOS conceptions. Using the VNOS questionnaire, we found that
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explicit-reflective NOS instruction promoted NOS gains in both SSI-based and
content-based contexts, although the gains were not significantly different between
the two groups. The important point here is that purposeful pedagogy entailing
SSI, in addition to engaging students to consider multiple perspectives of ethical
concerns, affords opportunities to explore important features of NOS that are
contextualized crossroads of scientific inquiry and humanity. Because epistemological
views appear context-dependent, measuring NOS conceptions within learning
contexts may shed light on how different types of learning contexts influence those
conceptions. Considering that reasons cited for teaching NOS predominantly relate
to preparing students to make informed and ethical decisions on science and
technology issues, new assessments should examine NOS views in these kinds of
decision-making contexts.
Finally, we offer a caveat. Employing an academic year-long SSI curriculum would,
no doubt, present a challenge for the best of teachers. Therefore, one may question the
extent to which teachers may be able to implement an SSI curriculum (let alone one
coupled with explicit NOS outcomes) without the support of a team of researchers.
These issues have recently been addressed in some detail (see: Zeidler, Bell, Sadler,
& Eastwood, 2011; Zeidler, Applebaum, & Sadler, 2011). Suffice it to say that
progressive teachers, who are willing to take calculated risks, can take first steps to
begin implementing aspects of an SSI-focussed curriculum. As teachers begin to tap
into their own ability to draw out connections from social and ethical issues back to
the scientific content at hand, they can build confidence in their ability to promote
students’ use of evidence-based data to form deeper conceptual understanding of
scientific information. This goes beyond the rather ineffective skill of merely pointing
out science-technology-society-type connections to social issues when only teaching in
a more conventional manner. Teachers will need to use more of their experiential
worldly knowledge to effectively navigate students through a maze of data, misinfor-
mation, and passions. However, there is no reason why SSI cannot be blended with
conventional instruction so that the transformative pedagogy required for meaningful
epistemological development connected to SSI curricula can be developed in a
systemic manner over time.
Acknowledgement
We would like to thank Cyndi Garvan, Associate Scholar and Statistics Director in the
UF College of Education, for her contributions to the statistical analysis for this study.
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