DOCUMENT RESUME SE 065 550 ED 462 288 Anderson, Susan Smetzer; Farnsworth, Valerie AUTHOR High School Students "Do" and Learn Science through TITLE Scientific Modeling. Wisconsin Univ., Madison. National Center for Improving INSTITUTION Student Learning and Achievement in Mathematics and Science. Office of Educational Research and Improvement (ED), SPONS AGENCY Washington, DC. 2000-00-00 PUB DATE 8p.; Published quarterly. NOTE R305A960007 CONTRACT NCISLA, Wisconsin Center for Education Research, School of AVAILABLE FROM Education, University of Wisconsin-Madison, 1025 W. Johnson Street, Madison, WI 53706. Tel: 608-265-6240; e-mail: [email protected]; Web site: http://www.wcer.wisc.edu/ncisla. Serials (022) Collected Works PUB TYPE In Brief; vl n1 Win 2000 JOURNAL CIT MF01/PC01 Plus Postage. EDRS PRICE Academic Achievement; Educational Change; *Genetics; High DESCRIPTORS Schools; *Inquiry; *Learning; Science Instruction; *Scientific Methodology ABSTRACT This document describes the research project Modeling for Understanding in Science Education (MUSE) which focuses on the improvement of high school students' learning. MUSE research investigated how lower and high o reason, inquire, present, and critique achieving students learned scientific arguments in a gefietics course taught during the spring and fall in 1997. Scientific Modeling stands as the main frame for MUSE projects and is described as a natural process for teachers and students. (YDS) Reproductions supplied by EDRS are the best that can be made from the original document. High School Students "Do" and Learn Science through Scientific Modeling. Susan Smetzer Anderson Valerie Farnsworth U.S. DEPARTMENT OF EDUCATION PERMISSION TO REPRODUCE AND Office of Educational Research and Improvement DISSEMINATE THIS MATERIAL HAS BEEN EDUCATIONAL RESOURCES GRANTED BY INFORMATION CENTER (ERIC) 0 This document has been reproduced as S. Anderson received from the person or organization originating it. 0 Minor changes have been made to improve reproduction quality. TO THE EDUCATIONAL RESOURCES Points of view or opinions stated in this INFORMATION CENTER (ERIC) document do not necessarily represent official OERI position or policy. 1 BEST COPY AVALABLE 2 IMPROVING STUDENT LEARNING Kr ACHIEVEMENT NATIONAL CENTER MATHEMATICS Kt SCIENCE IN FO R .11C-12 MatherrtatiN & aelience RESEARCH & IMPLICATIONS (dszBriely FOR POLICYMAKERS, EDUCATORS & RESEARCHERS SEEKING TO IMPROVE STUDENT LEARNING & ACHIEVEMENT 1"NkeiN ABOVE: High school students work on a research project, Modeling for Understand- HIGH SCHOOL genetics model under the eye of science ing in Science Education (MUSE), is yielding pioneer 'Gregor Mendel,' who paid a visit challenging science curricula' and insights to Sue Johnson's class. about instruction and assessment. STUDENTS "DO" learn Conducted at Wisconsin's Monona Grove High School, which serves rural and subur- students should be able to make links across AND ban students, the long-term studies indicate science concepts. The scientific modeling ways science instruction can be strengthened strategies employed in MUSE are geared to to meet reform goals. SCIENCE facilitate students' learning, reasoning, appli- Evidence indicates that student understand- cation and linking of concepts. Research and ing of challenging science content measura- learning outcomes in two 1997 MUSE-based THROUGH bly increases with MUSE-based curricula. genetics classes are outlined here. Through courses focusing on astronomy, genetics, and evolutionary biology, stu- RESEARCH FOCUS: I dents learn to ask astute questions rtf) Two MUSE Genetico Claaaea e-.); about data and to present scientific ( arguments to classmates as they col- esearchers Jennifer Cartier and Jim R laboratively build explanatory Stewart, alongside teacher-researcher i\if models. Importantly, student Sue Johnson, have collaborated on several understanding appears to MUSE research studies. This issue of in Brief increase because in-depth sci- reports on a study of high school students' entific inquiry replaces more learning genetics during two elective courses typical curricula that often require taught by Johnson during spring and fall students to survey broad swaths of content. 1997. These courses attracted a representative C ignificant insights about student learning The learning outcomes sought in MUSE- group of junior and senior students. Impor- in science are emerging from a 12-year based courses reflect the goals set forth in tantly, the researchers observed how typically research project conducted by high school lower-achieving and higher-achieving stu- teachers and researchers affiliated with the Benchmarks for Science Literacy (1993) and the National Center for Improving Student dents learned to reason, inquire, and present National Science Education Standards (1995). and critique scientific arguments. They also Benchmarks and Standards indicate that stu- Learning and Achievement in Mathematics dents should be familiar with key science were able to identify classroom factors that and Science. With collaborating teachers, enabled teachers and students to more fully researchers have developed new courses concepts and able to apply acquired reasoning skills to real-world problems. In addition, engage in scientific inquiry and modeling. based on scientific modeling principles. The I Curricula, as outlined here, reflects the definition included in the 1996 National Science Education Standards (p. 111) "Curriculum is the way content is organized and emphasized: it includes structure. mganization, balance, and presentation of the content in the classroom." As NC1SL A researchers study student learning, they concurrently study how the curriculum can be structured to support desired learning outcomes. School of Education, Unive 'sky of Wisconsin-Madison Madison, Wisconsin 53706 NCISLA Wisconsin Center for Education Research 1025 West Johnson Street site: latp://www.weer.wise.edutorisla E-mail: imislaemail.soemadison.wisc.edu VOI.. I, NO. 1 (608) 265-6210 WINTER 2000 Phone: Web 3 VOLT NO.! n Seiencc Th,ongli Scientific MotIcIing WINTER 2000 in Brief Nigh School Students "Do" ASSESSMENT: THE MODELING CLASSROOM: Formative and Ongoing Doing Science to Learn Science A ssessment in MUSE is formative In the genetics class, students are challenged Just as the National Science Education Stan- to develop a workable model that explains not only post informing instruction dards assert "learning science is something that data about inheritance patterns and is consis- hoc, to assign a grade. The teacher uses take- students do, not something that is done to them" tent with a range of scientific concepts and home exams, short-answer tests, class discus- (1995, p. 20), MUSE-based courses involve stu- processes. Similar to scientists, students very all based on stu- sions, and presentations dents in doing science. often propose scientific models that initially to gather authentic dents' modeling work C cientific modeling is the centerpiece of do not fully explain the data and then have to assessment material. On a day-to-day basis, the MUSE project and provides students persist in working with the data to develop a the teacher pays attention to student thinking and teachers a framework for learning about scientific model with explanatory power. and iteratively assesses students to gauge their key concepts and causal processes implicit in The scientific modeling experience forces understanding of scientific data and models. scientific phenomena. As defined by Cartier students to confront their own depth of This day-to-day activity informs the teacher's and colleagues, a scientific model is a set of understanding or lack thereof. instruction decisions, for the class and indi- ideas that describes a natural process and can vidual students. Using authentic and forma- Cartier asserts in her study that students' be used to explain a specific set of phenomena tive assessments, the teacher provides regular understanding of scientific inquiry and argu- (Cartier, Rudolph & Stewart, 1999; Harrison feedback to students to reinforce and direct mentation skills increased as they examined & Treagust, 1998). their learning. conceptual consistency between their pro- In the modeling classroom, students collabo- posed models and accepted scientific knowl- ratively generate data, seek patterns in the edge. Also, scientific modeling provided an data, and then develop scientific models that Student Learning avenue for students to strengthen their ana- FINDINGS: explain the data and have predictive power. lytical skills. These improvements are impor- Science content and process are integrated, vidence collected across the two 1997 tant, because research indicates that while and students learn to develop and justify sci- genetics classes indicates that diverse stu- students might be able to recite definitions of entific models as they do scientific inquiry. In dents learned and excelled with this type of science concepts when tested, they might not the MUSE-based genetics class, students instruction. Cited below are findings from understand the concepts and their place investigate and develop models to explain Cartier's study and comments contributed by within a larger body of science. (Cartier, 1999; inheritance patterns seen in data. Cartier and teacher-researcher Sue Johnson. see also Frederickson, White & Gutwill, 1999) If instruction fails to build understanding, Specifically, students in Cartier's study were students' analytical skills are likely to remain FEATURES OF THE able to construct, revise, and assess their own Modeling Claaaroom underdeveloped. models through collaborative scientific inquiry and critique. As the students con- In sum, across the life of the course, students ducted data-driven inquiry using Calley and came to see scientific models as a means by Instruction emphasizes students' use of Jungck's (1997) computer software (Genetics which they could explain and predict inheri- scientific models to understand, illustrate, Construction Kit), they were challenged to tance pattern data. Data collected through and explain key genetics ideas and data. account for different inheritance patterns in various assessment exercises also showed that Students form a scientific community to hypothetical fruit flies. Through collabora- students' understanding of the utility of sci- learn about, present, and discuss genetics tive investigations, many students came to a entific models grew dramatically across the 9- models with their peers. Students collabo- fuller understanding of the nature of science ratively gather data, discuss, observe, and week course. Overall, modeling was shown to present scientific arguments for critique. and scientific modeling (see In-class Snapshot, support students' growth in understanding of page 3), as well as a rich understanding of Students hone their reasoning skills genetics concepts, as well as of scientific through judging their own and other stu- classical transmission genetics. inquiry and reasoned argumentation. dents' explanatory models. Students evalu- and teachers Interestingly, researchers ate models for their fit with data,their pre- involved in MUSE note that improvements dictive power, and their consistency with IMPLICATIONS: in learning and understanding are some- other scientific models or concepts. Retann ot Science Inatruction times most dramatic in students who do not The teacher assumes the role of co- score as well in "traditional" classes. Johnson inquirer in the classroom, engaging the Cartier's research has serious implications comments that students who receive high students in scientific inquiry and invigorat- for the reform of science instruction and ing their investigations through questions grades in traditional classes might be accus- curriculum. and class discussions. tomed to writing down a correct answer and First, this research confronts the question: The teacher continuously assesses stu- moving on to another topic. "Some of these How can we equip students to think critically dents' understanding to determine the students can become frustrated with scien- direction of instruction. Through iterative, and to engage in scientific inquiry? Scientific tific inquiry because it requires them to be ongoing assessment of individuals and modeling appeals to hone the very skills set persistent in developing a workable model," groups, the teacher gives students con- forth as desirable in the National Science Edu- states Johnson. structive feedback to direct their learning. cation Standards (1996), the Benchmarks for C) Learn Science Tilton gh Scientific Modelling I light School Students DO' NO.I : WINTOR 2000 VOL. in Brief ; . it is difficult to give up being the Science Literacy (1993), and the U.S. House to science content coverage and neglect mod- "At first, eling strategies. As leaders and educators 'knowledge reservoir, says Johnson. "How- Committee on Science monograph Unlocking consider implementing model-based science ever, it wasn't as difficult as I thought it would Our Future: Toward a New Na tional Science be. The first one or two times that I taught the curricula, they will need to address the assess- Policy (1998). genetics course I had to watch what I said ment challenge. Benchmarks and Standards call for a science when talking to student groups [to avoid curriculum that engages students in intellec- In addition, researchers, educators, and lead- telling them problem solutions], but after a tually challenging inquiry, similar to that ers will want to determine which science con- while it wasn't a problem at all I felt so . . . pursued in professional disciplines. The sci- tent areas (out of the vast amount of science strongly about what we were doing, and the ence instruction outlined here, which intro- students can learn) should be given priority in benefits are great. Students now experience duces students to data-rich inquiry and student learning not only at the secondary 'ahar moments in my classroom." explanatory models, enhances students' level, but at the primary level as well. Having accumulated several years' worth of in-class potentially knowledge and reasoning skills research results, Center researchers can share to their long-term advantage. insights about K-12 curricular priorities and Second, Cartier's research provides decision assessment with policymakers and educators makers and educators insight into ways interested in research-based science education school science can be altered to meet reform reform. Center researchers continue to work goals. For schools to adopt a model-based on several reform-related questions in their approach to science instruction, administra- classroom-based research. tors and teachers will need to rethink the focus of their science classes and the roles of teachers and students in the classroom. For For More Inlwrmation About MUSE example, this type of instruction compels stu- dents to take a proactive role in their learn- reports regarding research Easy-to-access ing. "In this class, students learn by doing, MUSE are listed in the reference section of this and it sticks: states Johnson, whose students in Brief and are available at the national Cen- have told her that her class(es) have helped ter's web site at www.wcer.wisc.edu/ncisla. A ABOVE: We got it! Students celebrate when them to succeed in their college science web site featuring MUSE-based teacher tools their proposed genetics model accurately for secondary school genetics, astronomy, courses. predicts eye color. and natural selection is under development and importantly Furthermore teachers and should be accessible this winter. wanting their instructional change to Supporting Reljortn. NEXT STEPS: Researchers Jennifer Cartier and Jim Stewart approach will need time and appropriate pro- fessional development and support from can be reached through the National Center eform-minded school administrators R school administrators and colleagues. For for Improving Student Learning and Achieve- and teachers are likely to see the benefits example, teachers will need time to explore ment in Mathematics and Science at the Uni- of scientific modeling for student learning the modeling approach themselves and to versity of Wisconsin-Madison, 1025 W. John- and understanding. However, they are also integrate model-based instruction into their son St., Madison, WI 53706; (608) 265-6240; under considerable pressure to assure that stu- curricular repertoire. E-mail: [email protected]. dents score well on standardized tests. According to science education researcher Jim Johnson points out one of the challenges her Stewart, standardized tests often give priority colleagues face if they choose to adopt MUSE. Students Gain Underatanding of Scientific Modeling IN-CLASS SNAPSHOT: A ssessments conducted throughout the 9-week genetics course showed that stu- Student understanding oti "Scientitic" FIGURE 1. Point o View Increased Throughout the Courae dents' conceptions of scientific models became much more sophisticated and comprehensive as they progressively developed models to explain inheritance patterns 100 apparent in computer generated fruit fly data. 100 95 N.23 t. go 91- At the beginning of the course, students defined scientiflc models as replicas (or pictures) 80- of ideas. However, this changed dramatically by the end of the course, when most stu- dents came to a "scientific" view of models. In the scientific view, models are ideas. They MODELS ME IDEAS Go are used to explain and predict data and are necessarily consistent with other established ° 0 ° 50 scientific models. Because modeling is at the core of scientific inquiry and theory devel- 40 opment researchers found students' growth in understanding of scientiflc modeling MODELS ARE USED TO EXPLAIN OR PREDICT 30 encouraging.The following graph clearly shows the shift in student understanding of sci- D 23 20 entific models from the beginning to the end of the course. =0= 10 MODELS NEED TO BE NOTE: Percentages reflect composite scores on journal assignments, exam questions, and inter- 0 CONSISTENT W/OTHER views, and do not reflect data collected in field notes or classroom discussions. The drop at the end MODELS/IDEAS of the course (from 95% to 91%) in-Models are used to explain or predict date is not thought to end early middle be statistically significant. Total number of students in the 1997 class featured here is 23. 9 weeks C,3) 5 NATIONAL CENTER FOR IMPROVING STUDENT LEARNING & ACHIEVEMENT IN MATHEMATICS & SCIENCE 1C-112 Mathematic6 & Science nBnet- POLICY CONSIDERATIONS Modeling tor Underaandin.g in Science Education (MUSE) C everal implications arise from Jennifer as professional support, as they alter their ped- Technology 13 Cartier's (1998) study of high school stu- agogical and assessment strategies. They might . _ also need to develop more sophisticated con- dents using Modeling for Understanding in Computer programs can assist instruction if they are relevant. Resources used for the tent knowledge. Science Education (MUSE) in two 1997 genet- MUSE genetics course include Calley and ics classes. Specifically, MUSE requires a reori- SPECIFIC SUGGESTIONS FOR entation of teacher practice, clarification of Junck's (1997) Genetics Construction Kit a PROFESSIONAL DEVELOPMENT computer simulation by which students track science learning goals, an emphasis on learn- ing narrower (in-depth) slices of content inheritance patterns in hypothetical organ- Cartier and researcher Jim Stewart indicate rather than broad content coverage, and the isms. Computer simulation programs such as that teachers are likely to benefit from establishment of classroom norms that sup- these can support students' learning by giving summer programs or long-term involve- students a chance to generate data and test port collaborative inquiry. To support these ment with university science education changes, policymakers will want to consider: their predictions. experts as they adopt MUSE. One-shot or one-day professional development programs will not be adequate to build and support Communication and Support Standardized Testa teachers' understanding of scientific model- ing. Regular contact between education Although not a focus of the MUSE study, Teachers, administrators, parents, and poli- researchers and teachers can support teach- and cymakers need to communicate about Cartier and Stewart are concerned that high- ers' transition to a scientific modeling class- jointly support the goals for student learn- stakes or standardized tests might discourage room. (Throughout its 12-year existence, ing in science. Ideally, science instruction teachers and schools from adopting MUSE. the MUSE project forged strong has goals would stipulate that students learn sci- According to Stewart, such tests often fail to teacher-researcher collaborations. These ence content and scientific process as inte- adequately gauge students' grasp of both sci- collaborations have yielded new curricula practice. MUSE, properly imple- grated ence content and scientific processes. Nor do that integrate appropriately scientific the tests provide students opportunities to mented, integrates content and process, and processes with content. The collaborations gives students an introduction to real-world demonstrate their understanding of modeling have also helped teachers to learn and inte- scientific practice. Speaking from experience, strategies. grate scientific modeling strategies into their science teacher-researcher Sue Johnson indi- In addition, model-based instruction requires instructional repertoire.) cates that parents' support has been a factor in teachers and students to focus on understand- the success of the MUSE genetics curriculum. Policymakers should consider supporting ing narrower slices of science content. If stan- school-university research and professional dardized tests give priority to content coverage development partnerships. Researchers at Cladaroom Environment and neglect modeling strategies, teachers (rea- local universities are an often untapped sonably) might be less likely to adopt the resource for teachers and schools. School- understanding Modeling for science in MUSE strategy. university partnerships might be one way to requires that students function as a scientific In short, together with educators and others, advance both teachers' professional develop- community Although collaboratively. policymakers will need to consider the goals of ment and broader research in MUSE. MUSE can be adopted in classes of any size, science instruction and the importance of sci- smaller classes provide teachers more opportu- School administrators might consider en- entific modeling, and discern the implications nities to engage with students and assess their couraging the development of collabora- of these for assessment. learning. tive science teacher communities that pro- vide teachers opportunities to interact with For more information about this study or the one another about their use of modeling Protemional Development MUSE research project, contact Jennikr Cartier strategies and the focus of their school sci- or Jim Stewart at the National Center for ence program. Most of the science teachers Teachers implementing MUSE will require Improving Student Learning and Achievement at Monona Grove High School, the site of time to incorporate modeling strategies into in Mathematics and Science, University of Wis- MUSE research, have developed such a com- classroom curricula. Because many teachers consin-Madison, 1025 W. Johnson Street, Madi- munity over several yews. Center research is have not experienced scientific inquiry or son, WI 53706, (608) 265-6240. E-mail: ncisla http:// in progress regarding the functions of this mail.soemadison.wisc.edu. Web site: research during their own education, they will www.wcer.wisc.edu/ncisla. teacher community and its administration. need experience in scientific modeling, as well Madison, Wisconsin 53706 School of Education. University of Wisconsin-Madison 1025 West Johnson Street Wisconsin Center for Education Research NC1SLA WINTER 2000 Web si I e: http://www.weer.wisc.eduincisla Elnail: [email protected] VOL. I. NO. 1 Phone: (608) 265.62,10 6 NATIONAL CENTER FOR IMPROVING STUDENT LEARNING gi ACHIEVEMENT IN MATH EMAT ICS & SCIENCE t 11C-12 Mathematic8 & Science &J3rte TEACHING CONSIDERATIONS Modeling tor Undentanding in Science Education (MUSE) and other scientific knowledge and the need eachers and school administrators will T I need to consider the following if they for models to explain and predict data. choose to implement Modeling for Under- "".. Use assessment as a tool for developing standing in Science Education (MUSE) in instruction based on students' levels of their classrooms: understanding. Employ various forms of authentic assess- Taaka ment, such as portfolios, journal assign- ments, and oral assessments. THE TEACHER WILL NEED TO: Make use of different formats to assess stu- Provide students with an example of a sci- dents' skills and knowledge levels (e.g., entific model (e.g. Menders model of sim- short-answer tests, take-home exams, mod- ple dominance in genetics) as a starting Teacher-Researcher Sue Johnson eling exercises, presentations, and class dis- ABOVE: point for discussions about scientific con- looks on as a high school student conducts cussions). cepts and models. a DNA experiment. '1. When possible, have students observe natural Learning Environment phenomena and collect their own data. Teach- ers can also provide them with rich data sets Emphasize that students must be active THE TEACHER WILL NEED TO: and/or utilize technology to generate such data. learners as they develop models to account r-9 Assure the physical space of the classroom is for scientific phenomena. for patterns in data. look Ask students to conducive to collaborative work. so that they group discussions Ask groups of 3-4 students to develop mod- (-1,, Facilitate Establish classroom norms to create an mirror those in scientific communities, els that explain the data and predict addi- active learning environment and explain enabling students to reach conclusions about tional experimental outcomes. to students that they will be evaluated on data patterns and to judge the adequacy of their involvement in the classroom research Engage students in discussions of the nature their explanatory models. community and their work in formulating of scientific models as they develop and and communicating ideas to their peers. Be mindful that students need to learn how revise models. to construct and defend scientific argu- Establish norms of reasoned argumenta- Encourage students to judge their models in ments. A student might achieve this learn- tion such that students must offer support- terms of their explanatory power, predictive ing outcome even if he/she has not devel- ing evidence for knowledge claims and adequacy, and consistency with other scien- oped the "correct" (currently held) model. demand such evidence from their peers. tific models or concepts. Be aware of the particular needs of individ- Engage students in the exploration of rela- ual students. Some students might require tionships between different models and special encouragement to participate in dis- their underlying processes, many of which cussions or need a framework to organize students might have learned about in previ- their learning. For example, a teacher might For More Information ous classes. encourage students to ask themselves on a "What am I learning about Provide opportunities for students to com- regular basis: MUSE genetics curricula (as well as astronomy municate their own ideas and critique genetics? About scientific inquiry? About and evolutionary biology resources) will be scientific modeling?" those of their peers. placed on the NCISLA web site in the Teacher Resources section (http://www.wcer.wisc.edu Inatruction Aaaeaament /ncisla/teachers). Reports about the genetics research are now available at the NCISLA web THE TEACHER WILL NEED TO: THE TEACHER WILL NEED TO: site (Publications section) and can be down- Regularly probe students' understanding loaded in PDF format. (See the Reference sec- Take on the role of "co-inquirer" rather tion of this in Brief for report titles.) of the need for consistency between models than distributor of information. Madison, Wisconsin 53706 1025 West Johnson Street School of Education. University of Wisconsin-Madison Wisconsin Center for Education Research NC1SLA WINTER 20011 Web site: hit p:/ /www.wcer.wisc.edu/ncisla VOL, I, NO. I E-mail: neisl a@ni ai sown ad ison. wisc.edu Ph One: (608) 215-6240 NO.1 . WINTER 5000 Reterencea ABOUT inBriet Cartier, J.L., & Stewart, J. (in press). Teaching the This publication and the research reported herein American Association for the Advancement of Sci nature of inquiry: Further developments in a ence. (1993). Benchmarks for science literacy. are supported under the Educational Research and high school genetics curriculum. Science and New York: Oxford University Press. (Available Development Centers Program, PR/Award Num- at http://www.project2061.org) Education. ber R305A960007, as administered by the Office of Educational Research and Improvement, U.S. Committee on Science, U.S. House of Representa- C alley, J., & Jungck, J. R. (1997). Genetics construc- tives, One Hundred Fifth Congress. (1998). tion kit (The BioQUEST Library IV, version Department of Education. The opinions expressed herein are those of the featured researchers and College Park Unlocking our future: Toward a new national sci- 1 .1B 3) [Compute r software] . , ence policy. Washington, DC: U.S. Government Maryland: The eP ress Project. authors and do not necessarily reflect the views of Printing Office. the supporting agencies. Cartier, J. L. (1998). Assessment of explanatory mod- Frederickson, J., White, B., & Gutwill, J. (1999). els in genetics: Insights into students' conceptions of Permission to copy is not necessary. This publica- Dynamic mental models in learning science: scientific models (Res. Rep. 98-1). Madison, WI: tion is free on request. The importance of constructing derivational National Center for Improving Student Learn- linkages among models. Journal of Research in ing and Achievement in Mathematics and Sci- in Brief Volume 1, Number 1 is a publication of the (Available at http://www.wcer.wisc. ence. National Center for Improving Student Learning Science Teaching, 36 (7), 806-836. edu/ncisla) and Achievement in Mathematics and Science, at Harrison, A. G., & Treagust, D. F. (1998). Modeling the Wisconsin Center for Education Research, in science lessons: Are there better ways to learn Cartier, J. L. (1999). Using a modeling approach to University of Wisconsin-Madison. with models? School Science & Mathematics, 98 explore scientific epistemolog with high school biol ogy students (Res. Rep. 99-1). Madison, WI: (8), 420-429. National Center for Improving Student Learn- NCISLA Director: Thomas P. Carpenter National Academy of Sciences, National Research ing & Achievement in Mathematics and Sci- Council. (1996). National science education stan- NCISLA Associate Director: Richard Lehrer at http://www.wcer.wisc. ence. (Available dards. Washington, DC: National Academy edu/ncisla) http://www.nap.edu/ NCISLA Communication Director: (Available Press. at books/0309053269/html/index.html) Susan Smetzer Anderson Cartier, J. L., Rudolph, J., & Stewart, J. (1999). The nature and structure of scientific models. Madison, Stewart, J., Johnson, S., & Cartier, J. L. (1998, Writers: Susan Smetzer Anderson & WI: National Center for Improving Student April) Issues related to a modeling approach used in Valerie Farnsworth Learning and Achievement in Mathematics and a high school genetics classroom. Paper presented Science. (Available at http://www.wcer.wisc. Designer: Kristen Roderick at the annual meeting of the American Educa- edu/ncisla) tional Research Association. San Diego, CA. 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