ADDRESSING THE NATURE OF
SCIENCE IN AN INTRODUCTORY BOTANY LABORATORY COURSE
Monica
J. Macklin, Northeastern
April
Dean Adams, Northeastern
Abstract
This paper presents the results of an attempt to
both address the nature of science in an introductory botany laboratory course
and quantify the changes of the students’ understanding of the nature of
science. The course used primary
literature in addition to traditional laboratory assignments to discuss the
nature of science. The students were
given a pre and post course survey which included open-ended responses as well
as Likert items. This paper will present
the results of the Likert items only.
Introduction
Science education in the
According to Siebert and McIntosh, “the pre-service courses
and the future teachers they serve will, in large part, determine the nation’s
comfort with, knowledge about, and interest in science.” General Botany
Laboratory is a course taken by both secondary science education majors as well
as biology majors. Because all science
education majors will take this course, it was selected as pilot course for
including NOS explicit instruction.
This paper presents some of the results of an on-going
process to modify an introductory botany lab course that addresses NOS
instruction and science process instruction.
The results presented in this paper will focus on the NOS aspect of the
changes. The purpose of this study was
three-fold:
·
Incorporate
modifications into an existing course to increase understanding of specific NOS
concepts.
·
Quantify the changes that occurred in undergraduates’
understanding of the NOS after taking the laboratory course.
·
·
Refine an instrument
that could quantify those changes.
Subjects
The students in this course were all
undergraduates. The majority of the
students were biology majors; Secondary science education majors and chemistry
majors made up a minority of the class.
The biology undergraduate degree requires general botany as a part of
the biology core of course. Students in
this course generally have previously taken a general zoology course. While general botany lab is listed as a
freshmen-level course, the majority of the students do not take the course as
freshmen.
Methods
Several instruments have been developed to assess the NOS
knowledge of undergraduate students (Aikenhead, G.S., & Ryan, A.G.;
Lederman, et.al 2002). Each of these
existing instruments has strengths and weaknesses. We chose to utilize an instrument in
development, the Student Understanding of
Scientific Inquiry (SUSI), for several reasons. The SUSI (Appendix A) is in the process of
development, and we are collaborating with researchers in other areas of the
During the spring of 2005, the botany laboratory course differed
in several ways from previous semesters. Throughout the course scientific
literature was emphasized. Appropriate papers from scientific journals were
assigned as reading material and then analyzed and critiqued in class
discussions. The inclusion of class critiques of primary literature required
that several traditional laboratories exercises be deleted from the course. The
students were asked to identify the questions posed by the researchers,
evaluate the methods chosen to answer the question, discuss the results and
place the research in a broader context.
Journals that were used in the course included: The American Journal
of Botany, Ecology, Southwestern Naturalist, Nature and Oikos. Each
primary literature article was selected because the paper addressed a specific
tenet of NOS (Lederman 1992). Table 1
lists the NOS topic areas and the corresponding primary literature used in the
modified course.
Table 1
NOS Topic Areas and
the Corresponding Primary Literature Used in the Modified Course.
NOS Topic Area |
Selected Primary Literature to Illustrate Topic Area |
Tentativeness |
Hershey,
D.R. (2004).
The widespread misconception that
the tambalacoque absolutely required the dodo for its seeds to germinate.
Plant Science Bulletin 50: 105-108. Witmer, M. C. and Cheke, A. S. (1991). The dodo and the tambalacoque tree: an
obligate mutualism reconsidered. Oikos 61: 133-137 |
Empirical Basis |
Cahill, J.F., J.P. Castelli & B.B Casper.
(2001). The herbivory uncertainity
principle: visiting plants can alter herbivory. Ecology,
82 (2) 307-312. |
Observations |
Agrawal, A.A., J.A Rudgers, L.W.
Botsford, D. Culter, J. B. Forin, C. J. Lundquist, B. W. Spitzer & A.L.
Swan. (2000) Benefits and
Constraints on Plant Defense agaist herbivores: Spines influence the legitimate and
Illegitimate flower visitors of yellow star thistle, Gentaurea solstitialis
L. (Asteracere). The
Southwestern Naturalist 45 (1):1-5. |
Subjectivity |
None |
Creativity |
Richards,
J.H. (2001). Bladder Function in Utricularia purpurea
(Lentibulariaceae): Is Carnivory
Important? American Journal of
Botany. 88 (1) 170-76. |
Social |
Wan Shiquang, T. Yuan, S. Bowdish, L. Wallace, S. Russell, and Y. Luo (2002) Response of an allergenic species, Ambrosia psilostachya (Asteraceae), to experimental warming and clipping: Implications for public health. American Journal of Botany 89 (11) 1843-1846. |
Scientific theories |
|
Multiple methods |
None |
For example, the Ambrosia paper emphasized social
activity aspect of science due to the public health concern of allergenic
plants as a reason for the research (Wan, 2002). The tentative nature of
scientific knowledge was demonstrated in a study about Utricularia, an
aquatic plant. Students in the course were asked to conduct an Internet search
for general information about bladderworts. After the entire class had
determined that bladderworts were carnivorous plants, a paper that challenged
that view was assigned (Richards, 2001). The course ended with a much-cited paper
from Nature, which concluded that the
demise of the dodo bird was responsible for the concurrent demise of the tambalacoque tree
(
The course also devoted more time to student-developed
experiments. Some of the experiments were completed. Other experiments were
designed and then critiqued by peers, but were not actually conducted. Before
the published bladderwort paper was distributed in class, the students divided
into groups and designed an experiment to verify the carnivorous nature of
bladderworts. Each experimental design was critiqued by another group of
students. While the experimental designs
were modified after peer review, the students did not conduct the actual
experiment. The students did however, design and carry out an experiment to
look at the effect of environmental gradients on stomata density. Peers in the
lab critiqued each experimental design. The designs were modified based on the
critiques and then the experiments were conducted.
Results
Preliminary analysis of the pre and post survey data did not
indicate consistent improvement (Table 2). Three areas of NOS did not show any
significant difference in the pre- and post- course scores. Neither the nature of scientific theories nor
the discovery versus invention of scientific theories was explicitly discussed
in the course and no primary journal articles discussing that area were used in
the course. No change is student
understanding is predictable. However,
the durable/tentative nature was explicitly discussed during the course yet
this area had no significant difference in the scores. The only area of NOS that showed significant
improvement was the influence of society and culture on science. This tenet of
NOS was illustrated by the ragweed paper which clearly stated in the
introduction that this botanical study was important due to the severity and
implications of human ragweed allergies.
A lengthy discussion of the nature of science knowledge accompanied the
dodo bird paper and subsequent critiques of the original paper. Survey scores pertinent to this topic
significantly decreased on the post-course surveys. The use of creativity and imagination in
science also had a significant decrease in post-course survey scores. Several factors may be involved in the uneven
results. First, the sample size was small. An unusually high number of students
withdrew from the two sections of labs. Not all of the students chose to
participate in the study. Some of the students that did participate did not
complete all sections both the pre and post surveys; incomplete surveys were
not used in the analysis. Secondly, the wording of some questions may have been
confusing to the students. Third, some students may have not have taken the
survey seriously since a grade could not be assigned to the survey, and
therefore the students’ responses may be suspect. Finally, tenets of NOS may
not have been explicitly addressed in enough depth to affect the students’ initial
concepts. The pedagogical strategies assumed that the in-depth reading and
discussion of the primary literature, along with experimental design exercises,
would improve the students’ understanding of NOS. The Likert items analysis
does not support that assumption.
Table 2
Paired t-tests for
SUSI Likert items (n=18)
NOS topic |
Pre-test mean (std.dev) |
Post-test mean (std.dev.) |
t-test |
Significance |
Nature of Scientific Knowledge |
22.72 (3.478) |
19.94 (1.830) |
3.693 |
0.002* |
Nature of Scientific Theories |
18.22 (1.768) |
17.78 (1.830) |
0.703 |
NS |
Influence of Society and Culture on Science |
17.10 (1.768) |
17.78 (2.074) |
-2.476 |
0.024** |
Imagination and Creativity in Science |
13.72 (1.526) |
12.22 (2.130) |
2.543 |
0.021* |
Durability of Scientific Knowledge |
13.67 (1.085) |
14.11 (1.183) |
-1.458 |
NS |
Discovery versus Invention of Scientific
Theories |
14.22 (2.390) |
14.11 (1.183) |
0.223 |
NS |
*Denotes
post-course mean lower than pre-course mean;
**Denotes
post-course mean higher than pre-course mean.
Implications
There is overwhelming evidence that undergraduate science
instruction of NOS is inadequate and changes are required. This project
attempted to implement changes in an existing course, as well as document the
effects of those changes. This study indicates the need for further examination
and analysis of the results we obtained.
In conjunction with our collaborators, the SUSI has been revised (Liang
et al., 2005). The revision included changes in the wording of some questions,
re-alignment of some items, and the deletion of others. The instrument was also
renamed the SUSSI (Student Understanding of Science and Scientific Inquiry).
Additional course modifications will be incorporated into the spring 2006
sections of general botany lab. NOS topic areas that had a significant decrease
in student scores will be emphasized.
Additional time will be devoted to NOS instruction. The revised version of the SUSSI will be given
as a pre and post survey again. Further research will compare the open-ended
responses with the Likert items.
This
material is based upon work supported by the National Science Foundation under
grant number ESI-0455573. Any opinions, findings, and conclusions or
recommendations expressed in these materials are those of the authors) and do
not necessarily reflect the views of the National Science Foundation.
References
Aikenhead, G.S., & Ryan, A.g. (1992). The
Development of a new instrument: “Views
on science-technology-society” (VOSTS) Science Education, 76, 477-491.
American Association for the Advancement of
Science (AAAS). (1993). Benchmarks for Science Literacy.
Cahill, J.F., J.P. Castelli & B.B Casper.
(2001). The herbivory uncertainity
principle: visiting plants can alter herbivory. Ecology,
82 (2) 307-312.
Hershey,
D.R. (2004).
The widespread misconception that the
tambalacoque absolutely required the dodo for its seeds to germinate. Plant Science Bulletin 50: 105-108.
Lederman, N.G., Abd-El-Khalick, F.,
Lederman,
G. N. (1992). Students' and Teachers' Conceptions of the Nature of Science: a
Review of the Research, Journal of Research in Science Teaching,
29(4), 331-359.
Liang,
S., S. Chen, X. Chen, O. Nafix, A. Adams, M. Macklin, J. Ebenezer. (2005) Student Understanding of Scientific Inquiry
(SUSI): Development and Validation of an
Assessment Instrument. Paper presented at the Eighth International
History, Philosophy, Sociology & Science Teaching Conference.
National Research Council. (2003) BIO2010: Transforming Undergraduate
Education for Future Research Biologists.
National Research Council. (1996). National science
education standards.
National Science Teachers Association. (2001).
College Pathways to the Science Education Standards. E.E. Siebert and W.J McIntosh (eds.). National Science Teachers Association Press
Richards, J.H. (2001). Bladder
Function in Utricularia purpurea (Lentibulariaceae): Is Carnivory Important? American Journal of Botany. 88 (1)
170-76.
Rutherford, F. J. and Ahlgren A. (1990). Science
for All Americans.
Wan, Shiquang, T. Yuan, S. Bowdish, L. Wallace,
S. Russell, and Y. Luo. (2002) Response of an allergenic species, Ambrosia
psilostachya (Asteraceae), to experimental warming and clipping: Implications for public health. American
Journal of Botany 89 (11) 1843-1846.
Witmer, M.
C. and Cheke, A. S. (1991).
The dodo and the tambalacoque tree: an
obligate mutualism reconsidered. Oikos 61: 133-137
Appendix
A: SUSI (version used in spring 2005)
ID # _______ Date_______
Student Understanding of Scientific
Inquiry Questionnaire
Part I: Please read
EACH statement carefully, and then indicate the degree to which you agree or
disagree with EACH statement by circling the appropriate letters to the right
of each statement.
SD =
Strongly Disagree
D = Disagree more than agree
U = Uncertain or not sure
A = Agree more than disagree
SA = Strongly agree
1. Observations and Inferences |
|||||
A. Scientists’ observations of the same event may be different because the scientists’ prior knowledge may affect their observations. |
SD |
D |
U |
A |
SA |
B. Scientists’ observations of the same event will be the same because scientists are objective. |
SD |
D |
U |
A |
SA |
C. Scientists’ observations of the same event will be the same because observations are facts. |
SD |
D |
U |
A |
SA |
D. Scientists may make different interpretations based on the same observations. |
SD |
D |
U |
A |
SA |
With examples, explain why you think scientist’s observations and interpretations are the same OR different. |
|||||
2. Nature of Scientific Theories |
|||||
A. Scientific theories are subject to on-going testing and revision. |
SD |
D |
U |
A |
SA |
B. Scientific theories |
SD |
D |
U |
A |
SA |
C. Scientific theories may be changed because scientists reinterpret existing observation. |
SD |
D |
U |
A |
SA |
D. Scientific theories based on accurate experimentation will not be changed. |
SD |
D |
U |
A |
SA |
With examples, explain why you think scientific theories change OR do not change over time. |
3. Scientific Laws versus Theories |
|||||
A. Scientific theories exist in the natural world and are uncovered through scientific investigations. |
SD |
D |
U |
A |
SA |
B. Unlike theories, scientific laws are not subject to change. |
SD |
D |
U |
A |
SA |
C. Scientific laws are theories that have been proven. |
SD |
D |
U |
A |
SA |
D. Scientific theories explain scientific laws. |
SD |
D |
U |
A |
SA |
With examples, explain the difference between scientific theories and scientific laws. |
4. Social and Cultural Influence on Science |
|||||
A. Scientific research is not influenced by society and culture because scientists are trained to conduct “pure”, unbiased studies. |
SD |
D |
U |
A |
SA |
B. Cultural values and expectations determine what science is conducted and accepted. |
SD |
D |
U |
A |
SA |
C. Cultural values and expectations determine how science is conducted and accepted. |
SD |
D |
U |
A |
SA |
D. All cultures conduct scientific research the same way because science is universal and independent of society and culture. |
SD |
D |
U |
A |
SA |
With examples, explain how society and culture affect OR do not affect scientific research. |
5. Imagination and Creativity in Scientific Investigations |
|||||
A. Scientists use their imagination and creativity when they collect data. |
SD |
D |
U |
A |
SA |
B. Scientists use their imagination and creativity when they analyze and interpret data. |
SD |
D |
U |
A |
SA |
C. Scientists do not use their imagination and creativity because these conflict with their logical reasoning. |
SD |
D |
U |
A |
SA |
D. Scientists do not use their imagination and creativity because these can interfere with objectivity. |
SD |
D |
U |
A |
SA |
With examples, explain why scientists use OR do not use imagination and creativity. |
6. Scientific Investigation |
|||||
A. Scientists use a variety of methods to produce fruitful results |
SD |
D |
U |
A |
SA |
B. Scientists follow the same step-by-step scientific method. |
SD |
D |
U |
A |
SA |
C. When scientists use the scientific method correctly, their results are true and accurate. |
SD |
D |
U |
A |
SA |
D. Experiments are not the only means used in the development of scientific knowledge. |
SD |
D |
U |
A |
SA |
With examples, explain whether scientists follow a single, universal scientific method OR use different methods. |
Part II: Please circle you response(s) to each item below.
1. Gender: A)
Male B) Female
2. Age group:
A) under 18 C)
25-40
B) 18-24 D)
Over 40
3. Your current level of study:
A) High School E) Fourth Year in College/Senior
B) First Year in College/Freshman F) Graduate Student
C) Second year in College/Sophomore G)
Other
D) Third year in College/Junior
4. With which of the following groups do you
self-identify? Mark all that apply
(optional).
A) African-American/Black D)
Asian/Pacific Islander
B) Latino/Hispanic E)
Caucasian/White
C) American Indian/Alaska Native
5. What is your most likely
concentration/major? Mark all that
apply.
A) Natural Science:
a. Physics b. Chemistry c. Biology d. Earth/Space Sciences
B) Elementary Education (K-6 or K-8)
C) Early Childhood Education (PK-3)
D) Special Education
E) Secondary Science Education (6-12)
F) Other:________
G) Undecided
6. Which of the following coursed have you taken
in high school? Mark all that
apply.
A) Earth Science G)
Advanced Biology
B) Biology H)
Advanced Chemistry
C) Chemistry I)
Advanced Physics
D) Physics J)
Other: _____________
E) Physical Science K)
Other: ____________
F) General Science L)
Other:_____________
7. Have you ever taken the following two courses
at the college level?
History of Science A)
yes B) no
Philosophy of Science C)
yes D) no
8. How many science courses at the college level
have you completed so far?
A) 0 D)
3 G) 6
B) 1 E)
4 H) 7
C) 2 F)
5 I) >7
Appendix B
Taxonomy
of Views about Nature of Scientific Knowledge (NSTA, 2000; AAAS, 1993; Lederman, Abd-El-Khalick, Bell,
& Schwartz, 2002) Revised July 2005
Aspect |
Explanation/Description |
Items |
Tentativeness |
Scientific
knowledge is simultaneously reliable and tentative. Having confidence in
scientific knowledge is reasonable while realizing that such knowledge may be
abandoned or modified in light of new evidence or reconceptualization of
prior evidence and knowledge. The history of science reveals both evolutionary and revolutionary
changes. |
1A(-);
1E (+); 1G(-); 2A (+); 2G(-); 5A (+); 5B (+); 5C(+); 5D (-); |
Empirical
basis |
Scientific
knowledge is based on and/or derived from observations of the natural world.
Science aims to be testable. |
1F(+), 5A (+), 5B(+) |
Observations
and inferences |
Science is based on both
observations and inferences. Observations are descriptive statements about
natural phenomena that are directly accessible to human senses (or extensions
of those senses) and about which observers can reach consensus with relative
ease. Inferences
are interpretations of those observations. Perspectives of current science
and the scientist guide both observations and inferences. Multiple
perspectives contribute to valid multiple interpretations of observations. |
2B(+);
9A(+); 9B(+); 9C(-); 9D(-);
9E(+); |
Subjectivity/objectivity |
Science
aims to be objective and precise, but subjectivity in science is unavoidable.
The development of questions, investigations, and interpretations of data are
to some extent influenced by the existing state of scientific knowledge and
the researcher’s personal factors and social background. |
2A
(+); 2B(+); 2C(+); 2D(+); 2E(+); 2F(+); 2G (-); |
Creativity/rationality |
Scientific
knowledge is created from human imaginations and logical reasoning. This
creation is based on observations and inferences of the natural world.
Scientists use their imagination and creativity throughout their scientific
investigations. |
1I
(+); 4A(+); 4B(+); 4C(+); 4D(+); 4E(-); 4F(-); 10D(+); |
Social
and cultural embeddedness |
Science
is part of social and cultural traditions. People from all culture contribute
to science. Science requires accurate record keeping and peer review and aims
to be replicable. As a human endeavor, science is influenced by the society
and culture in which it is practiced. The values and expectations of the
culture determine what and how science is conducted, interpreted, and
accepted. |
1D(+);
1H (+); 3A (+); 3B(+); 3C(+); 3D(-); 3E(-); 3F(-); |
Scientific
theories and laws |
Both scientific laws and theories are subject to change. Scientific
laws describe generalized relationships, observed or perceived, of natural
phenomena under certain conditions. Scientific theories are inferred explanations
of some aspect of the natural world. Theories do not become laws even with
additional evidence; they explain laws.
However, not all scientific laws have accompanying explanatory
theories. |
6A
(-);; 7A(-); 7B(-);8A (-); 8B
(-); 8C(+); 8D(-); 8E(+) |
Multiple
methods of scientific investigations |
There
is no single universal step-by-step scientific method that all scientists
follow. Scientists investigate
research questions with prior knowledge, perseverance, and creativity.
Scientific knowledge is gained in a variety of ways including observation,
analysis, speculation, library investigation and experimentation. |
1C(-);
3D(-); 10A(-); 10B
(-);10E(+); 10F(-)
|
Items
with a (+) denote a correct score as either “Strongly Agree or Agree”; items
with (-) denote a correct score as either “Strongly Disagree or Disagree”.