創意題與資料庫整合

2025-09-29 00:50:47 +08:00
parent eb073c7c1d
commit 052eb0ea7b
10 changed files with 562 additions and 14 deletions
--- a/app/api/creative-questions/route.ts
+++ b/app/api/creative-questions/route.ts
@@ -0,0 +1,30 @@
+import { NextRequest, NextResponse } from 'next/server'
+import { getAllCreativeQuestions } from '@/lib/database/models/creative_question'
+import { initializeDatabase } from '@/lib/database/init'
+
+export async function GET(request: NextRequest) {
+  try {
+    await initializeDatabase()
+    const questions = await getAllCreativeQuestions()
+
+    // 可以根據需求添加隨機排序或限制數量
+    const { searchParams } = new URL(request.url)
+    const random = searchParams.get('random') === 'true'
+    const limit = searchParams.get('limit') ? parseInt(searchParams.get('limit')!) : questions.length
+
+    let filteredQuestions = questions
+
+    if (random) {
+      // 隨機排序
+      filteredQuestions = filteredQuestions.sort(() => Math.random() - 0.5)
+    }
+
+    // 限制數量
+    filteredQuestions = filteredQuestions.slice(0, limit)
+
+    return NextResponse.json({ success: true, questions: filteredQuestions })
+  } catch (error) {
+    console.error('獲取創意能力測試題目失敗:', error)
+    return NextResponse.json({ success: false, error: '無法獲取題目' }, { status: 500 })
+  }
+}
--- a/app/tests/creative/page.tsx
+++ b/app/tests/creative/page.tsx
@@ -7,16 +7,49 @@ import { Button } from "@/components/ui/button"
 import { RadioGroup, RadioGroupItem } from "@/components/ui/radio-group"
 import { Label } from "@/components/ui/label"
 import { useRouter } from "next/navigation"
-import { creativeQuestions } from "@/lib/questions/creative-questions"
+
+interface CreativeQuestion {
+  id: number
+  statement: string
+  category: 'innovation' | 'imagination' | 'flexibility' | 'originality'
+  is_reverse: boolean
+  created_at: string
+}

 export default function CreativeTestPage() {
  const router = useRouter()
+  const [questions, setQuestions] = useState<CreativeQuestion[]>([])
  const [currentQuestion, setCurrentQuestion] = useState(0)
  const [answers, setAnswers] = useState<Record<number, number>>({})
  const [timeRemaining, setTimeRemaining] = useState(30 * 60) // 30 minutes in seconds
+  const [isLoading, setIsLoading] = useState(true)
+
+  // Load questions from database
+  useEffect(() => {
+    const loadQuestions = async () => {
+      try {
+        const response = await fetch('/api/creative-questions')
+        const data = await response.json()
+
+        if (data.success) {
+          setQuestions(data.questions)
+        } else {
+          console.error('Failed to load questions:', data.error)
+        }
+      } catch (error) {
+        console.error('Error loading questions:', error)
+      } finally {
+        setIsLoading(false)
+      }
+    }
+
+    loadQuestions()
+  }, [])

  // Timer effect
  useEffect(() => {
+    if (questions.length === 0) return
+
    const timer = setInterval(() => {
      setTimeRemaining((prev) => {
        if (prev <= 1) {
@@ -28,7 +61,7 @@ export default function CreativeTestPage() {
    }, 1000)

    return () => clearInterval(timer)
-  }, [])
+  }, [questions])

  const formatTime = (seconds: number) => {
    const mins = Math.floor(seconds / 60)
@@ -44,7 +77,7 @@ export default function CreativeTestPage() {
  }

  const handleNext = () => {
-    if (currentQuestion < creativeQuestions.length - 1) {
+    if (currentQuestion < questions.length - 1) {
      setCurrentQuestion((prev) => prev + 1)
    }
  }
@@ -58,13 +91,14 @@ export default function CreativeTestPage() {
  const handleSubmit = () => {
    // Calculate score based on creativity scoring
    let totalScore = 0
-    creativeQuestions.forEach((question, index) => {
+    questions.forEach((question, index) => {
      const answer = answers[index] || 1
      // For creativity, higher scores indicate more creative thinking
-      totalScore += question.isReverse ? 6 - answer : answer
+      // 反向題：選擇 5 得 1 分，選擇 1 得 5 分
+      totalScore += question.is_reverse ? 6 - answer : answer
    })

-    const maxScore = creativeQuestions.length * 5
+    const maxScore = questions.length * 5
    const score = Math.round((totalScore / maxScore) * 100)

    // Store results in localStorage
@@ -81,8 +115,41 @@ export default function CreativeTestPage() {
    router.push("/results/creative")
  }

-  const currentQ = creativeQuestions[currentQuestion]
-  const isLastQuestion = currentQuestion === creativeQuestions.length - 1
+  if (isLoading) {
+    return (
+      <TestLayout
+        title="創意能力測試"
+        currentQuestion={0}
+        totalQuestions={0}
+        timeRemaining="00:00"
+        onBack={() => router.push("/")}
+      >
+        <div className="max-w-4xl mx-auto text-center">
+          <div className="w-8 h-8 border-4 border-primary border-t-transparent rounded-full animate-spin mx-auto mb-4"></div>
+          <p className="text-muted-foreground">載入題目中...</p>
+        </div>
+      </TestLayout>
+    )
+  }
+
+  if (questions.length === 0) {
+    return (
+      <TestLayout
+        title="創意能力測試"
+        currentQuestion={0}
+        totalQuestions={0}
+        timeRemaining="00:00"
+        onBack={() => router.push("/")}
+      >
+        <div className="max-w-4xl mx-auto text-center">
+          <p className="text-muted-foreground">無法載入題目，請稍後再試</p>
+        </div>
+      </TestLayout>
+    )
+  }
+
+  const currentQ = questions[currentQuestion]
+  const isLastQuestion = currentQuestion === questions.length - 1
  const hasAnswer = answers[currentQuestion] !== undefined

  const scaleOptions = [
@@ -97,7 +164,7 @@ export default function CreativeTestPage() {
    <TestLayout
      title="創意能力測試"
      currentQuestion={currentQuestion + 1}
-      totalQuestions={creativeQuestions.length}
+      totalQuestions={questions.length}
      timeRemaining={formatTime(timeRemaining)}
      onBack={() => router.push("/")}
    >
@@ -125,7 +192,6 @@ export default function CreativeTestPage() {
                  >
                    {option.label}
                  </Label>
-                  <div className="text-sm text-muted-foreground font-mono">{option.value}</div>
                </div>
              ))}
            </RadioGroup>
@@ -139,7 +205,7 @@ export default function CreativeTestPage() {
          </Button>

          <div className="flex gap-2 max-w-md overflow-x-auto">
-            {creativeQuestions.map((_, index) => (
+            {questions.map((_, index) => (
              <button
                key={index}
                onClick={() => setCurrentQuestion(index)}
@@ -169,7 +235,7 @@ export default function CreativeTestPage() {

        {/* Progress Summary */}
        <div className="mt-8 text-center text-sm text-muted-foreground">
-          已完成 {Object.keys(answers).length} / {creativeQuestions.length} 題
+          已完成 {Object.keys(answers).length} / {questions.length} 題
        </div>
      </div>
    </TestLayout>
--- a/lib/database/init.ts
+++ b/lib/database/init.ts
@@ -1,6 +1,7 @@
 import { testConnection } from './connection'
 import { createUsersTable } from './models/user'
 import { createLogicQuestionsTable } from './models/logic_question'
+import { createCreativeQuestionsTable } from './models/creative_question'

 // 初始化資料庫
 export async function initializeDatabase(): Promise<boolean> {
@@ -20,6 +21,9 @@ export async function initializeDatabase(): Promise<boolean> {
    // 建立邏輯思維題目表
    await createLogicQuestionsTable()

+    // 建立創意能力測試題目表
+    await createCreativeQuestionsTable()
+
    console.log('✅ 資料庫初始化完成')
    return true
  } catch (error) {
--- a/lib/database/models/creative_question.ts
+++ b/lib/database/models/creative_question.ts
@@ -0,0 +1,82 @@
+import { executeQuery, executeQueryOne } from '../connection'
+
+export interface CreativeQuestion {
+  id: number
+  statement: string
+  category: 'innovation' | 'imagination' | 'flexibility' | 'originality'
+  is_reverse: boolean
+  created_at: string
+}
+
+export interface CreateCreativeQuestionData {
+  statement: string
+  category: 'innovation' | 'imagination' | 'flexibility' | 'originality'
+  is_reverse: boolean
+}
+
+// 建立創意能力測試題目表（如果不存在）
+export async function createCreativeQuestionsTable(): Promise<void> {
+  const createTableQuery = `
+    CREATE TABLE IF NOT EXISTS creative_questions (
+      id INT AUTO_INCREMENT PRIMARY KEY,
+      statement TEXT NOT NULL,
+      category ENUM('innovation', 'imagination', 'flexibility', 'originality') NOT NULL,
+      is_reverse BOOLEAN NOT NULL DEFAULT FALSE,
+      created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
+    )
+  `
+  
+  await executeQuery(createTableQuery)
+  console.log('✅ 創意能力測試題目表建立成功')
+}
+
+// 建立新題目
+export async function createCreativeQuestion(questionData: CreateCreativeQuestionData): Promise<CreativeQuestion | null> {
+  const query = `
+    INSERT INTO creative_questions (statement, category, is_reverse)
+    VALUES (?, ?, ?)
+  `
+  
+  const { statement, category, is_reverse } = questionData
+  
+  try {
+    const result = await executeQuery(query, [statement, category, is_reverse])
+    
+    // 獲取插入的 ID
+    const insertId = (result as any).insertId
+    return await findCreativeQuestionById(insertId)
+  } catch (error) {
+    console.error('建立創意能力測試題目失敗:', error)
+    return null
+  }
+}
+
+// 根據 ID 查找題目
+export async function findCreativeQuestionById(id: number): Promise<CreativeQuestion | null> {
+  const query = 'SELECT * FROM creative_questions WHERE id = ?'
+  return await executeQueryOne<CreativeQuestion>(query, [id])
+}
+
+// 獲取所有題目
+export async function getAllCreativeQuestions(): Promise<CreativeQuestion[]> {
+  const query = 'SELECT * FROM creative_questions ORDER BY created_at'
+  return await executeQuery<CreativeQuestion[]>(query)
+}
+
+// 清空所有題目
+export async function clearCreativeQuestions(): Promise<void> {
+  await executeQuery('DELETE FROM creative_questions')
+  console.log('✅ 已清空所有創意能力測試題目')
+}
+
+// 建立多個題目
+export async function createMultipleCreativeQuestions(questionsData: CreateCreativeQuestionData[]): Promise<CreativeQuestion[]> {
+  const createdQuestions: CreativeQuestion[] = []
+  for (const questionData of questionsData) {
+    const createdQuestion = await createCreativeQuestion(questionData)
+    if (createdQuestion) {
+      createdQuestions.push(createdQuestion)
+    }
+  }
+  return createdQuestions
+}
--- a/lib/database/seed-creative-questions.ts
+++ b/lib/database/seed-creative-questions.ts
@@ -0,0 +1,136 @@
+import { createMultipleCreativeQuestions, clearCreativeQuestions } from './models/creative_question'
+import { initializeDatabase } from './init'
+
+// 創意能力測試題目數據
+const creativeQuestions = [
+  {
+    statement: "我常能從不同角度看事情，接受多元觀點。",
+    category: "flexibility" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我有時會提出具挑戰性或爭議性的想法，促使他人表達不同觀點。",
+    category: "innovation" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我習慣一次只做一件事，不輕易嘗試新方法。",
+    category: "flexibility" as const,
+    is_reverse: true
+  },
+  {
+    statement: "當靈感枯竭時，我仍能找到突破的方法。",
+    category: "imagination" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我喜歡與不同背景的人合作，從差異中獲得新想法。",
+    category: "innovation" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我通常笑得比別人多，並帶動正面氛圍。",
+    category: "originality" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我會追根究柢思考，直到找到事件背後的原因。",
+    category: "imagination" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我更喜歡看到整體格局，而不是專注在細節上。",
+    category: "originality" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我認為規定和框架在組織中絕對必要。",
+    category: "flexibility" as const,
+    is_reverse: true
+  },
+  {
+    statement: "我通常會先做詳細規劃，然後按部就班執行。",
+    category: "flexibility" as const,
+    is_reverse: true
+  },
+  {
+    statement: "我能找到更快的方法或捷徑完成任務。",
+    category: "innovation" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我喜歡解謎或挑戰看似難解的問題。",
+    category: "imagination" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我能接受頻繁的改變，並調整自己因應。",
+    category: "flexibility" as const,
+    is_reverse: false
+  },
+  {
+    statement: "我通常不輕易說出心中想法，除非被問到。",
+    category: "originality" as const,
+    is_reverse: true
+  },
+  {
+    statement: "我經常追求穩定感，避免風險。",
+    category: "flexibility" as const,
+    is_reverse: true
+  },
+  {
+    statement: "當遇到一個陌生問題時，我會主動去探索，即使沒有明確指引。",
+    category: "innovation" as const,
+    is_reverse: false
+  },
+  {
+    statement: "當既有方法行不通時，我會刻意嘗試完全相反的方向。",
+    category: "originality" as const,
+    is_reverse: false
+  },
+  {
+    statement: "即使存在風險，我也願意嘗試新的解決方法。",
+    category: "innovation" as const,
+    is_reverse: false
+  }
+]
+
+// 種子創意能力測試題目
+export async function seedCreativeQuestions(): Promise<void> {
+  try {
+    await initializeDatabase()
+    console.log('🔄 正在種子創意能力測試題目...')
+
+    // 清空現有題目數據
+    await clearCreativeQuestions()
+
+    // 建立題目
+    const createdQuestions = await createMultipleCreativeQuestions(creativeQuestions)
+
+    console.log(`✅ 成功建立 ${createdQuestions.length} 道創意能力測試題目`)
+
+    // 顯示題目摘要
+    console.log('\n📋 題目摘要:')
+    createdQuestions.forEach((question, index) => {
+      const reverseText = question.is_reverse ? ' (反向題)' : ''
+      console.log(`${index + 1}. ${question.statement.substring(0, 30)}...${reverseText}`)
+    })
+
+    console.log('\n📊 統計:')
+    const reverseCount = createdQuestions.filter(q => q.is_reverse).length
+    const normalCount = createdQuestions.length - reverseCount
+    console.log(`- 一般題目: ${normalCount} 題`)
+    console.log(`- 反向題目: ${reverseCount} 題`)
+
+  } catch (error) {
+    console.error('❌ 種子創意能力測試題目失敗:', error)
+    throw error
+  }
+}
+
+if (require.main === module) {
+  seedCreativeQuestions().catch(error => {
+    console.error('執行 seedCreativeQuestions 腳本失敗:', error)
+    process.exit(1)
+  })
+}
--- a/package.json
+++ b/package.json
@@ -11,11 +11,15 @@
    "test-login": "node scripts/test-login.js",
    "check-passwords": "node scripts/check-passwords.js",
    "check-logic-questions": "node scripts/check-logic-questions.js",
+    "check-creative-questions": "node scripts/check-creative-questions.js",
    "test-score-levels": "node scripts/test-score-levels.js",
    "test-responsive-design": "node scripts/test-responsive-design.js",
+    "test-reverse-scoring": "node scripts/test-reverse-scoring.js",
+    "test-creative-flow": "node scripts/test-creative-flow.js",
    "update-logic-table": "node scripts/update-logic-table.js",
    "seed-db": "npx tsx lib/database/seed.ts",
    "seed-logic-questions": "npx tsx lib/database/seed-logic-questions.ts",
+    "seed-creative-questions": "npx tsx lib/database/seed-creative-questions.ts",
    "reset-users": "npx tsx lib/database/reset-users.ts"
  },
  "dependencies": {
--- a/scripts/check-creative-questions.js
+++ b/scripts/check-creative-questions.js
@@ -0,0 +1,52 @@
+const mysql = require('mysql2/promise')
+
+async function checkCreativeQuestions() {
+  const config = {
+    host: process.env.DB_HOST || 'mysql.theaken.com',
+    port: parseInt(process.env.DB_PORT || '33306'),
+    user: process.env.DB_USER || 'hr_assessment',
+    password: process.env.DB_PASSWORD || 'QFOts8FlibiI',
+    database: process.env.DB_NAME || 'db_hr_assessment',
+  }
+
+  console.log('🔄 正在檢查創意能力測試題目...')
+
+  try {
+    const connection = await mysql.createConnection(config)
+    
+    const [rows] = await connection.execute('SELECT * FROM creative_questions ORDER BY id')
+    
+    console.log(`\n📋 共找到 ${rows.length} 道創意能力測試題目:`)
+    console.log('=' .repeat(80))
+    
+    rows.forEach((question, index) => {
+      const reverseText = question.is_reverse ? ' (反向題)' : ''
+      console.log(`\n${index + 1}. ID: ${question.id}`)
+      console.log(`   題目: ${question.statement}`)
+      console.log(`   類別: ${question.category}`)
+      console.log(`   反向題: ${question.is_reverse ? '是' : '否'}${reverseText}`)
+    })
+    
+    console.log('\n📊 統計:')
+    const reverseCount = rows.filter(q => q.is_reverse).length
+    const normalCount = rows.length - reverseCount
+    const categoryCount = {}
+    rows.forEach(q => {
+      categoryCount[q.category] = (categoryCount[q.category] || 0) + 1
+    })
+    
+    console.log(`- 一般題目: ${normalCount} 題`)
+    console.log(`- 反向題目: ${reverseCount} 題`)
+    console.log('- 類別分布:')
+    Object.entries(categoryCount).forEach(([category, count]) => {
+      console.log(`  - ${category}: ${count} 題`)
+    })
+    
+    await connection.end()
+    console.log('\n✅ 檢查完成')
+  } catch (error) {
+    console.error('❌ 檢查失敗:', error.message)
+  }
+}
+
+checkCreativeQuestions()
--- a/scripts/check-creative-table-structure.js
+++ b/scripts/check-creative-table-structure.js
@@ -0,0 +1,40 @@
+const mysql = require('mysql2/promise')
+
+async function checkCreativeTableStructure() {
+  const config = {
+    host: process.env.DB_HOST || 'mysql.theaken.com',
+    port: parseInt(process.env.DB_PORT || '33306'),
+    user: process.env.DB_USER || 'hr_assessment',
+    password: process.env.DB_PASSWORD || 'QFOts8FlibiI',
+    database: process.env.DB_NAME || 'db_hr_assessment',
+  }
+
+  console.log('🔄 正在檢查 creative_questions 表結構...')
+
+  try {
+    const connection = await mysql.createConnection(config)
+    
+    // 檢查表是否存在
+    const [tables] = await connection.execute("SHOW TABLES LIKE 'creative_questions'")
+    
+    if (tables.length === 0) {
+      console.log('❌ creative_questions 表不存在')
+    } else {
+      console.log('✅ creative_questions 表存在')
+      
+      // 檢查表結構
+      const [columns] = await connection.execute("DESCRIBE creative_questions")
+      
+      console.log('\n📋 表結構:')
+      columns.forEach(col => {
+        console.log(`- ${col.Field}: ${col.Type} ${col.Null === 'NO' ? 'NOT NULL' : 'NULL'} ${col.Key ? `(${col.Key})` : ''} ${col.Default ? `DEFAULT ${col.Default}` : ''}`)
+      })
+    }
+    
+    await connection.end()
+  } catch (error) {
+    console.error('❌ 檢查失敗:', error.message)
+  }
+}
+
+checkCreativeTableStructure()
--- a/scripts/test-creative-flow.js
+++ b/scripts/test-creative-flow.js
@@ -0,0 +1,71 @@
+// 測試創意測試流程
+const mysql = require('mysql2/promise')
+
+async function testCreativeFlow() {
+  const config = {
+    host: process.env.DB_HOST || 'mysql.theaken.com',
+    port: parseInt(process.env.DB_PORT || '33306'),
+    user: process.env.DB_USER || 'hr_assessment',
+    password: process.env.DB_PASSWORD || 'QFOts8FlibiI',
+    database: process.env.DB_NAME || 'db_hr_assessment',
+  }
+
+  console.log('🧪 測試創意測試流程')
+  console.log('=' .repeat(50))
+
+  try {
+    const connection = await mysql.createConnection(config)
+    
+    // 1. 檢查資料庫中的題目
+    const [questions] = await connection.execute('SELECT * FROM creative_questions ORDER BY id')
+    console.log(`✅ 資料庫中有 ${questions.length} 道題目`)
+    
+    // 2. 模擬 API 回應
+    const apiResponse = {
+      success: true,
+      questions: questions
+    }
+    console.log('✅ API 回應格式正確')
+    
+    // 3. 測試分數計算邏輯
+    const mockAnswers = {
+      0: 5, // 一般題目，選擇 5
+      1: 5, // 反向題目，選擇 5
+      2: 1, // 一般題目，選擇 1
+      3: 1  // 反向題目，選擇 1
+    }
+    
+    let totalScore = 0
+    questions.slice(0, 4).forEach((question, index) => {
+      const answer = mockAnswers[index] || 1
+      const score = question.is_reverse ? 6 - answer : answer
+      totalScore += score
+      
+      console.log(`題目 ${index + 1}: ${question.is_reverse ? '反向' : '一般'} - 選擇${answer} → 得分${score}`)
+    })
+    
+    const maxScore = 4 * 5
+    const percentage = Math.round((totalScore / maxScore) * 100)
+    
+    console.log(`\n📊 測試結果: ${totalScore}/${maxScore} (${percentage}%)`)
+    
+    // 4. 檢查題目類別分布
+    const categoryCount = {}
+    questions.forEach(q => {
+      categoryCount[q.category] = (categoryCount[q.category] || 0) + 1
+    })
+    
+    console.log('\n📋 題目類別分布:')
+    Object.entries(categoryCount).forEach(([category, count]) => {
+      console.log(`- ${category}: ${count} 題`)
+    })
+    
+    await connection.end()
+    console.log('\n✅ 創意測試流程測試完成')
+    
+  } catch (error) {
+    console.error('❌ 測試失敗:', error.message)
+  }
+}
+
+testCreativeFlow()
--- a/scripts/test-reverse-scoring.js
+++ b/scripts/test-reverse-scoring.js
@@ -0,0 +1,63 @@
+// 測試反向題分數計算邏輯
+function testReverseScoring() {
+  console.log('🧮 測試反向題分數計算邏輯')
+  console.log('=' .repeat(50))
+
+  // 模擬題目數據
+  const questions = [
+    { id: 1, statement: "一般題目", is_reverse: false },
+    { id: 2, statement: "反向題目", is_reverse: true },
+    { id: 3, statement: "一般題目", is_reverse: false },
+    { id: 4, statement: "反向題目", is_reverse: true }
+  ]
+
+  // 模擬用戶答案
+  const answers = {
+    0: 5, // 一般題目，選擇 5
+    1: 5, // 反向題目，選擇 5
+    2: 1, // 一般題目，選擇 1
+    3: 1  // 反向題目，選擇 1
+  }
+
+  console.log('\n📋 題目和答案:')
+  questions.forEach((question, index) => {
+    const answer = answers[index]
+    const reverseText = question.is_reverse ? ' (反向題)' : ''
+    console.log(`${index + 1}. ${question.statement}${reverseText} - 用戶選擇: ${answer}`)
+  })
+
+  console.log('\n🧮 分數計算:')
+  let totalScore = 0
+  
+  questions.forEach((question, index) => {
+    const answer = answers[index] || 1
+    let score
+    
+    if (question.is_reverse) {
+      // 反向題：選擇 5 得 1 分，選擇 1 得 5 分
+      score = 6 - answer
+    } else {
+      // 一般題：選擇多少得多少分
+      score = answer
+    }
+    
+    totalScore += score
+    
+    console.log(`第${index + 1}題: ${question.is_reverse ? '反向' : '一般'} - 選擇${answer} → 得分${score}`)
+  })
+
+  const maxScore = questions.length * 5
+  const percentage = Math.round((totalScore / maxScore) * 100)
+
+  console.log('\n📊 結果:')
+  console.log(`總分: ${totalScore} / ${maxScore}`)
+  console.log(`百分比: ${percentage}%`)
+
+  console.log('\n✅ 反向題分數計算邏輯測試完成')
+  console.log('\n📝 說明:')
+  console.log('- 一般題目：選擇 1-5 得 1-5 分')
+  console.log('- 反向題目：選擇 1-5 得 5-1 分（分數相反）')
+  console.log('- 這樣設計是為了確保高分代表高創意能力')
+}
+
+testReverseScoring()