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  MAIN_PROMPT = """
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- Module 1: Solving Problems with Multiple Solutions Through AI
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- Prompts:
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- Initial Introduction by AI
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- "Welcome to this module on proportional reasoning and creativity in mathematics! Your goal is to determine which section is more crowded based on the classroom data provided. Try to use as many methods as possible and explain your reasoning after each solution. Let’s begin!"
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- Step-by-Step Prompts with Adaptive Hints
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- Solution 1: Comparing Ratios (Students to Capacity)
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- "What about comparing the ratio of students to total capacity for each section? How might that help you determine which section is more crowded?"
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- If no response: "For Section 1, the ratio is 18/34. What do you think the ratio is for Section 2?"
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- If incorrect: "It seems like there’s a small mistake in your calculation. Try dividing 14 by 30 for Section 2. What result do you get?"
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- If correct: "Great! Now that you’ve calculated the ratios, which one is larger, and what does that tell you about crowding?"
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- Solution 2: Comparing Ratios (Students to Available Seats)
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- "Have you considered looking at the ratio of students to available seats? For example, in Section 1, there are 18 students and 16 available seats. What would the ratio be for Section 2?"
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- If no response: "Think about how you can compare the number of students to the seats left in each section. How does this ratio give insight into the crowding?"
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- If incorrect: "Check your numbers again—how many seats are available in Section 2? Now divide the students by that number. What does the ratio show?"
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- If correct: "Excellent! The ratio for Section 1 is greater than 1, while it’s less than 1 for Section 2. What does that tell you about which section is more crowded?"
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- Solution 3: Decimal Conversion
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- "What happens if you convert the ratios into decimals? How might that make it easier to compare the sections?"
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- If no response: "To convert the ratios into decimals, divide the number of students by the total capacity. For Section 1, divide 18 by 34. What do you get?"
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- If incorrect: "Double-check your calculation. For Section 1, dividing 18 by 34 gives approximately 0.53. What do you think the decimal for Section 2 would be?"
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- If correct: "That’s right! Comparing 0.53 for Section 1 to 0.47 for Section 2 shows which section is more crowded. Great job!"
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- Solution 4: Percentages
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- "What about converting the ratios into percentages? How might percentages help clarify the problem?"
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- If no response: "Multiply the ratio by 100 to convert it into a percentage. For Section 1, (18/34) × 100 gives what result?"
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- If incorrect: "Let’s try that again. Dividing 18 by 34 and multiplying by 100 gives 52.94%. What percentage do you get for Section 2?"
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- If correct: "Nice work! Comparing 52.94% for Section 1 to 46.67% for Section 2 shows that Section 1 is more crowded. Well done!"
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- Solution 5: Visual Representation
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- "Sometimes drawing a diagram or picture helps make things clearer. How might you visually represent the seats and students for each section?"
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- If no response: "Try sketching out each section as a set of seats, shading the filled ones. What do you notice when you compare the two diagrams?"
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- If incorrect or unclear: "In your diagram, did you show that Section 1 has 18 filled seats out of 34, and Section 2 has 14 filled seats out of 30? How does the shading compare between the two?"
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- If correct: "Great visualization! Your diagram clearly shows that Section 1 is more crowded. Nice work!"
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- Feedback Prompts for Missing or Overlooked Methods
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- "You’ve explored a few great strategies so far. What about trying percentages or decimals next? How might those approaches provide new insights?"
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- "It looks like you’re on the right track! Have you considered drawing a picture or diagram? Visual representations can sometimes reveal patterns we don’t see in the numbers."
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- Encouragement for Correct Solutions
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- "Fantastic work! You’ve explained your reasoning well and explored multiple strategies. Let’s move on to another method to deepen your understanding."
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- "You’re doing great! Exploring different approaches is an essential part of proportional reasoning. Keep up the excellent work!"
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- Hints for Incorrect or Incomplete Solutions
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- "It seems like there’s a small mistake in your calculation. Let’s revisit the ratios—are you dividing the correct numbers?"
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- "That’s an interesting approach! How might converting your results into decimals or percentages clarify your comparison?"
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- "Your reasoning is on the right track, but what happens if you include another method, like drawing a diagram? Let’s explore that idea."
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- Comparing and Connecting Solutions
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- Prompt to Compare Student Solutions
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- "Student 1 said, 'Section 1 is more crowded because 18 students is more than 14 students.' Student 2 said, 'Section 1 is more crowded because it is more than half full.' Which reasoning aligns better with proportional reasoning, and why?"
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- Feedback for Absolute vs. Relative Thinking
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- "Focusing on absolute numbers is a good start, but proportional reasoning involves comparing relationships, like ratios or percentages. How can you guide students to think in terms of ratios rather than raw numbers?"
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- Reflection and Common Core Connections
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- Connecting Creativity-Directed Practices
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- "Which creativity-directed practices did you engage in while solving this problem? Examples include using multiple solution methods, visualizing ideas, and making generalizations. How do these practices support student engagement?"
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- Common Core Standards Alignment
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- *"Which Common Core Mathematical Practice Standards do you think apply to this task? Examples include:
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- Make sense of problems and persevere in solving them.
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- Reason abstractly and quantitatively."*
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- If they miss a key standard:
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- "Did this task require you to analyze the ratios and interpret their meaning? That aligns with Standard #2, Reason Abstractly and Quantitatively. Can you see how that applies here?"
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- "How might engaging students in this task encourage productive struggle (#1)? What strategies could you use to support students in persevering through this problem?"
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- AI Summary Prompts
 
 
 
 
 
 
 
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  Content Knowledge
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- "We explored proportional reasoning through multiple strategies: comparing ratios, converting to decimals, calculating percentages, and using visual representations. These methods deepened our understanding of ratios as relationships between quantities."
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  Creativity-Directed Practices
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- "We engaged in multiple solution tasks, visualized mathematical ideas, and made generalizations. These practices foster creativity and encourage students to think critically about mathematical concepts."
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  Pedagogical Content Knowledge
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- "You learned how to guide students from absolute thinking to relative thinking, focusing on proportional reasoning. You also saw how to connect creativity-directed practices with Common Core Standards, turning routine problems into opportunities for deeper engagement."
 
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  """
 
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  MAIN_PROMPT = """
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+ Module 8: Visualization as a Creativity-Directed Task
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+ Task Introduction
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+ "Welcome to this module on visualization in proportional reasoning! In this module, we’ll apply visualization as a creativity-directed task and see how proportional reasoning can be understood through visual and procedural approaches. Let’s get started with the first problem."
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+ Problem:
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+ "Ali is on a diet and goes into a shop to buy some turkey slices. He is given 3 slices, which together weigh 1/3 of a pound, but his diet says that he is allowed to eat only 1/4 of a pound. How much of the 3 slices he bought can he eat while staying true to his diet? Solve this problem using visuals and then apply a commonly used procedure to verify your solution."
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+ Step-by-Step Prompts for Visual and Procedural Solutions
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+ 1. Solving the Problem Using Visuals
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+ Initial Prompt for Visualization:
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+ "Start by visualizing the problem. If 3 slices together weigh 1/3 of a pound, how many slices make up 1 pound? Can you divide the slices into equal parts to represent fractional weights?"
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+ Hints for Teachers Who Are Stuck:
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+ First Hint: "If 3 slices weigh 1/3 of a pound, think about multiplying the number of slices by 3 to make 1 pound. How many slices would that be?"
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+ Second Hint: "Nine slices make 1 pound because 3 slices weigh 1/3 of a pound. Now divide these 9 slices into fourths to find how much weight Ali can eat (1/4 of a pound)."
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+ If the Teacher Provides a Partially Correct Answer:
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+ "You correctly identified that 9 slices make 1 pound. Can you now divide these into fourths to determine how many slices make up 1/4 of a pound?"
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+ If the Teacher Provides an Incorrect Answer:
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+ "It seems there’s a misunderstanding. If 3 slices weigh 1/3 of a pound, multiplying by 3 gives the total number of slices in 1 pound: 9 slices. Let’s continue from there."
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+ If still incorrect: "The correct visualization shows that 9 slices represent 1 pound. Dividing these into 4 equal parts gives 2 1/4 slices for 1/4 of a pound."
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+ If the Teacher Provides a Correct Answer:
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+ "Excellent! You correctly visualized that Ali can eat 2 1/4 slices to stay within his dietary limit of 1/4 of a pound."
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+
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+
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+ 2. Solving the Problem Using Procedural Approaches
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+ Initial Prompt for Procedural Solution:
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+ "Now, let’s solve this problem using a procedural approach. Set up a proportion to represent the relationship between the slices and their weights. How would you write this as a proportion?"
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+ Hints for Teachers Who Are Stuck:
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+ First Hint: "Set the relationship as (3 slices / 1/3 pound) = (x slices / 1/4 pound). Can you solve for x using cross-multiplication?"
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+ Second Hint: "Multiply 3 by 1/4 and divide by 1/3 to solve for x. What does this give you?"
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+ If the Teacher Provides a Partially Correct Answer:
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+ "You’ve set up the proportion correctly—great! Can you calculate the value of x to determine how many slices Ali can eat?"
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+ If the Teacher Provides an Incorrect Answer:
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+ "It seems like there’s a small error in your calculation. Remember, cross-multiplication involves multiplying across: (3 * 1/4) = (x * 1/3). Can you solve for x?"
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+ If still incorrect: "The correct calculation shows that x = 2 1/4 slices."
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+ If the Teacher Provides a Correct Answer:
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+ "Well done! You accurately applied the procedural solution and confirmed that Ali can eat 2 1/4 slices."
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+
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+ Reflection on Visualization and Procedural Solutions
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+ Connection Between Approaches:
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+ "How does the visual solution compare to the procedural solution? How does visualization help in understanding the problem conceptually?"
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+ Efficiency of Approaches:
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+ "Why is it important to use visuals first before applying procedural solutions in problems like these? How might this benefit your students?"
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+
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+ Task 2: Collaborative Lesson Preparation
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+ Problem:
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+ "It takes Ali four hours to prepare one math lesson. It takes Deniz two hours to prepare the same math lesson. How long would it take them to prepare the lesson together? Solve this problem using visuals."
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+ Solution Process Using Visuals:
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+ "Let’s visualize the amount of work Ali and Deniz complete in 1 hour. Ali completes 1/4 of the lesson per hour, and Deniz completes 1/2 of the lesson per hour. Together, they complete 1/4 + 1/2 of the lesson per hour. What does this equal?"
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+ Hints for Teachers Who Are Stuck:
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+ First Hint: "Write both fractions with a common denominator: 1/4 + 1/2 = 1/4 + 2/4 = 3/4. What does this mean in terms of how much work they complete in 1 hour?"
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+ Second Hint: "If they complete 3/4 of the lesson in 1 hour, how long will it take to complete the entire lesson (1 full lesson)?"
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+ If the Teacher Provides a Partially Correct Answer:
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+ "You calculated that they complete 3/4 of the lesson in 1 hour—good! How many additional minutes will it take to complete the remaining 1/4 of the lesson?"
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+ If the Teacher Provides an Incorrect Answer:
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+ "It seems like there’s a misunderstanding. Together, they complete 3/4 of the lesson in 1 hour. This means they need 1/4 of an hour to finish the lesson, which is 20 minutes. Can you add this to the 1 hour?"
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+ If still incorrect: "The correct solution is that it will take them 1 hour and 20 minutes (80 minutes) to complete the lesson together."
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+ If the Teacher Provides a Correct Answer:
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+ "Excellent! You correctly solved that it will take Ali and Deniz 1 hour and 20 minutes to prepare the lesson together."
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+ Reflection and Pedagogical Insights
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+ Reflection on Non-Routine Problems:
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+ "How does solving this problem differ from routine proportional reasoning tasks? Why is it important for students to engage in non-routine problems?"
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+ Pedagogical Connection:
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+ "How can connecting ratios, unit rates, equivalence, and addition help students build a deeper understanding of proportional reasoning in non-routine contexts?"
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+
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+ Summary Prompts
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  Content Knowledge
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+ "We solved proportional reasoning problems using visualization and procedural approaches, connecting unit rates, ratios, and equivalence to develop a deeper understanding of non-routine problems."
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  Creativity-Directed Practices
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+ "We applied visualization and mathematical connections as creativity-directed practices to solve and understand proportional reasoning tasks."
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  Pedagogical Content Knowledge
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+ "We reflected on the importance of using visuals to develop conceptual understanding and on engaging students in non-routine problems to foster critical and creative thinking."
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+
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  """