def calculate_constitution_scores(answers):
    """
    Based on the *TCM Constitution Classification and Judgment* standard

    Calculation formula:
    Converted score = [(Original score - Number of questions) / (Number of questions × 4)] × 100

    Where:
    - Original score = Sum of scores for each question
    - Number of questions = Number of questions for this constitution
    """
    scores = {}
    for constitution, questions in CONSTITUTION_QUESTIONS.items():
        original_score = sum(answers[q] for q in questions)
        question_count = len(questions)
        converted_score = ((original_score - question_count) / (question_count * 4)) * 100
        scores[constitution] = round(converted_score, 1)
    return scores

def determine_constitution_type(scores):
    """
    Determination logic:
    1. Balanced Constitution determination:
       - Score ≥ 60 points
       - Scores of the other 8 constitutions are all < 40 points

    2. Unbalanced Constitution determination:
       - The constitution with the highest score is the determination result

    3. Concurrent Constitution determination:
       - Score of the constitution with the second-highest score ≥ 40 points
       - Then it is a concurrent constitution
    """
    peaceful_score = scores['平和质']
    other_scores = {k: v for k, v in scores.items() if k != '平和质'}

    # Determine if it is Balanced Constitution
    if peaceful_score >= 60 and all(s < 40 for s in other_scores.values()):
        return {
            'primary': '平和质',
            'secondary': [],
            'type': 'balanced'
        }

    # Unbalanced Constitution determination
    sorted_scores = sorted(other_scores.items(), key=lambda x: x[1], reverse=True)
    primary = sorted_scores[0][0]

    # Judge concurrent constitution
    secondary = [k for k, v in sorted_scores[1:3] if v >= 40]

    return {
        'primary': primary,
        'secondary': secondary,
        'type': 'compound' if secondary else 'single'
    }

undefined

{
  "date": "2025-06-20",
  "questionnaire": {
    "questions": [
      {
        "id": 1,
        "constitution": "气虚质",
        "question": "您容易疲乏吗?",
        "answer": 4,
        "weight": 1.0
      }
    ],
    "total_questions": 60
  },
  "results": {
    "primary_constitution": "气虚质",
    "secondary_constitutions": ["阳虚质"],
    "constitution_scores": {
      "平和质": 42.1,
      "气虚质": 78.5,
      "阳虚质": 62.3,
      "阴虚质": 32.1,
      "痰湿质": 38.7,
      "湿热质": 28.4,
      "血瘀质": 25.6,
      "气郁质": 35.2,
      "特禀质": 18.3
    },
    "constitution_type": "compound"
  },
  "characteristics": {
    "physical": ["容易疲劳", "气短", "自汗"],
    "psychological": ["性格内向", "不喜欢说话"]
  },
  "recommendations": {
    "diet": {
      "principles": ["补气健脾", "温补肾阳"],
      "beneficial": ["山药", "大枣", "黄芪"],
      "avoid": ["生冷寒凉", "油腻厚味"]
    },
    "exercise": "温和运动,如太极拳、散步",
    "lifestyle": "规律作息,避免过度劳累",
    "acupoints": ["足三里", "气海", "关元"]
  }
}