{
  "province": "湖北",
  "last_updated": "2026-06-25",
  "data_year": 2025,
  "source": "湖北 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内头部 985/211 + 省外热门对标 + 多平台热点交叉整理），2026-06-24",
  "source_url": "https://www.hbea.edu.cn/",
  "source_type": "manual_summary",
  "confidence": 0.82,
  "score_ranges": [
    {
      "range": [
        640,
        700
      ],
      "note": "顶尖段（武大/华科顶尖专业）",
      "recommendations": [
        {
          "name": "武汉大学",
          "major": "测绘类",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "机械设计制造及其自动化",
              "score": 97
            },
            {
              "name": "华中师范大学",
              "major": "遥感科学与技术",
              "score": 96
            },
            {
              "name": "武汉理工大学",
              "major": "测绘类",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": "军校"
        },
        {
          "name": "武汉大学",
          "major": "口腔医学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "临床医学",
              "score": 98
            },
            {
              "name": "中南财经政法大学",
              "major": "临床医学",
              "score": 97
            },
            {
              "name": "华中师范大学",
              "major": "口腔医学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": "公安院校"
        },
        {
          "name": "华中科技大学",
          "major": "计算机科学与技术",
          "frequency": 4,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 12,
          "alternatives": [
            {
              "name": "武汉大学",
              "major": "计算机科学与技术",
              "score": 97
            },
            {
              "name": "武汉理工大学",
              "major": "人工智能",
              "score": 96
            },
            {
              "name": "华中师范大学",
              "major": "计算机科学与技术",
              "frequency": 3,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 10,
              "score": 75
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉理工大学",
          "major": "材料科学与工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "材料科学与工程",
              "score": 93
            },
            {
              "name": "武汉大学",
              "major": "材料科学与工程",
              "score": 91
            },
            {
              "name": "华中师范大学",
              "major": "材料科学与工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 5,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "华中农业大学",
          "major": "生物科学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "武汉大学",
              "major": "生物科学",
              "score": 92
            },
            {
              "name": "中国地质大学(武汉)",
              "major": "生物科学",
              "score": 88
            },
            {
              "name": "华中科技大学",
              "major": "生物科学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": "农林院校特色类"
        },
        {
          "name": "三峡大学",
          "major": "水利水电工程",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "湖北医药学院",
          "major": "预防医学",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": "医学类特色",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "江汉大学",
          "major": "历史学",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "黄冈师范学院",
          "major": "历史学",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": "师范教育类",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "长江大学",
          "major": "农学",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理"
          },
          "program_type": "农林类特色",
          "frequency": 2,
          "platforms": [
            "百度",
            "豆包"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "湖北师范大学",
          "major": "历史学",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": "师范教育类",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 0,
          "alternatives": []
        }
      ]
    },
    {
      "range": [
        600,
        640
      ],
      "note": "985 中段（武大/华科主流专业）",
      "recommendations": [
        {
          "name": "武汉大学",
          "major": "法学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 9,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "法学",
              "score": 95
            },
            {
              "name": "中南财经政法大学",
              "major": "法学",
              "score": 94
            },
            {
              "name": "华中师范大学",
              "major": "法学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 7,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "华中科技大学",
          "major": "电气工程及其自动化",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "武汉大学",
              "major": "电气工程及其自动化",
              "score": 95
            },
            {
              "name": "中南财经政法大学",
              "major": "自动化",
              "score": 93
            },
            {
              "name": "华中师范大学",
              "major": "电气工程及其自动化",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉理工大学",
          "major": "材料科学与工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "中国地质大学(武汉)",
              "major": "地质学",
              "score": 92
            },
            {
              "name": "中国地质大学(武汉)",
              "major": "无机非金属材料工程",
              "score": 91
            },
            {
              "name": "武汉大学",
              "major": "材料科学与工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "中南财经政法大学",
          "major": "会计学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "武汉大学",
              "major": "会计学",
              "score": 91
            },
            {
              "name": "华中科技大学",
              "major": "会计学",
              "score": 89
            },
            {
              "name": "华中师范大学",
              "major": "会计学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "中国地质大学(武汉)",
          "major": "地质学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "武汉理工大学",
              "major": "地质学",
              "score": 86
            },
            {
              "name": "长江大学",
              "major": "地质学",
              "score": 82
            },
            {
              "name": "武汉大学",
              "major": "地质学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        560,
        600
      ],
      "note": "211 中段（华师/中南财/地大/武汉理工主流专业）",
      "recommendations": [
        {
          "name": "华中师范大学",
          "major": "汉语言文学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "中南财经政法大学",
              "major": "教育学",
              "score": 93
            },
            {
              "name": "武汉大学",
              "major": "汉语言文学",
              "score": 95
            },
            {
              "name": "华中科技大学",
              "major": "汉语言文学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "中南财经政法大学",
          "major": "会计学",
          "frequency": 4,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 11,
          "alternatives": [
            {
              "name": "湖北大学",
              "major": "金融学",
              "score": 95
            },
            {
              "name": "武汉大学",
              "major": "会计学",
              "score": 96
            },
            {
              "name": "华中科技大学",
              "major": "会计学",
              "frequency": 3,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 9,
              "score": 75
            }
          ],
          "program_type": null
        },
        {
          "name": "中国地质大学(武汉)",
          "major": "地质学",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "武汉科技大学",
              "major": "地质学",
              "score": 91
            },
            {
              "name": "成都理工大学",
              "major": "地质学",
              "score": 89
            },
            {
              "name": "武汉大学",
              "major": "地质学",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉理工大学",
          "major": "车辆工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "华中农业大学",
              "major": "材料化学",
              "score": 92
            },
            {
              "name": "华中科技大学",
              "major": "车辆工程",
              "score": 95
            },
            {
              "name": "武汉大学",
              "major": "车辆工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "湖北大学",
          "major": "汉语言文学",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "华中师范大学",
              "major": "汉语言文学",
              "score": 89
            },
            {
              "name": "湖北师范大学",
              "major": "汉语言文学",
              "score": 84
            },
            {
              "name": "武汉大学",
              "major": "汉语言文学",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉工程大学",
          "major": "化学工程与工艺",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "武汉科技大学",
              "major": "化学工程与工艺",
              "score": 85
            },
            {
              "name": "湖北工业大学",
              "major": "化学工程与工艺",
              "score": 83
            },
            {
              "name": "武汉大学",
              "major": "化学工程与工艺",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        525,
        560
      ],
      "note": "特殊招生线附近（围绕 2025 物理特控线 525 / 历史特控线 540）",
      "recommendations": [
        {
          "name": "华中农业大学",
          "major": "农学",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "湖北大学",
              "major": "农学",
              "score": 89
            },
            {
              "name": "西北农林科技大学",
              "major": "农学",
              "score": 90
            },
            {
              "name": "武汉大学",
              "major": "农学",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": "农林类特色"
        },
        {
          "name": "中南财经政法大学",
          "major": "金融学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 9,
          "alternatives": [
            {
              "name": "武汉科技大学",
              "major": "工商管理",
              "score": 93
            },
            {
              "name": "上海财经大学",
              "major": "金融学",
              "score": 95
            },
            {
              "name": "武汉大学",
              "major": "金融学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 7,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "华中师范大学",
          "major": "数学与应用数学",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "湖北大学",
              "major": "英语",
              "score": 90
            },
            {
              "name": "武汉大学",
              "major": "数学与应用数学",
              "score": 94
            },
            {
              "name": "华中科技大学",
              "major": "数学与应用数学",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "武汉理工大学",
          "major": "计算机科学与技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "计算机科学与技术",
              "score": 96
            },
            {
              "name": "中南民族大学",
              "major": "计算机科学与技术",
              "score": 86
            },
            {
              "name": "武汉大学",
              "major": "计算机科学与技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "湖北工业大学",
          "major": "机械设计制造及其自动化",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "武汉工程大学",
              "major": "机械设计制造及其自动化",
              "score": 84
            },
            {
              "name": "武汉纺织大学",
              "major": "机械设计制造及其自动化",
              "score": 82
            },
            {
              "name": "武汉大学",
              "major": "机械设计制造及其自动化",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": "艺体类"
        },
        {
          "name": "武汉纺织大学",
          "major": "纺织工程",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "湖北美术学院",
              "major": "艺术设计",
              "score": 83
            },
            {
              "name": "武汉工程大学",
              "major": "纺织工程",
              "score": 81
            },
            {
              "name": "武汉大学",
              "major": "纺织工程",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        450,
        525
      ],
      "note": "公办本科主段（围绕 2025 物理本科线 340 / 历史本科线 350；含省内公办）",
      "recommendations": [
        {
          "name": "湖北大学",
          "major": "汉语言文学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "湖北师范大学",
              "major": "汉语言文学",
              "score": 87
            },
            {
              "name": "武汉大学",
              "major": "汉语言文学",
              "score": 95
            },
            {
              "name": "华中科技大学",
              "major": "汉语言文学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉科技大学",
          "major": "机械工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "武汉理工大学",
              "major": "机械工程",
              "score": 92
            },
            {
              "name": "湖北工业大学",
              "major": "机械设计制造及其自动化",
              "score": 88
            },
            {
              "name": "武汉大学",
              "major": "机械工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "中南民族大学",
          "major": "电子信息工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "武汉理工大学",
              "major": "电子信息工程",
              "score": 92
            },
            {
              "name": "湖北大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "武汉大学",
              "major": "电子信息工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": "民族类特色"
        },
        {
          "name": "湖北工业大学",
          "major": "电气工程及其自动化",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "武汉理工大学",
              "major": "电气工程及其自动化",
              "score": 93
            },
            {
              "name": "三峡大学",
              "major": "电气工程及其自动化",
              "score": 91
            },
            {
              "name": "武汉大学",
              "major": "电气工程及其自动化",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉科技大学",
          "major": "计算机科学与技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "湖北大学",
              "major": "计算机科学与技术",
              "score": 84
            },
            {
              "name": "武汉工程大学",
              "major": "计算机科学与技术",
              "score": 83
            },
            {
              "name": "武汉大学",
              "major": "计算机科学与技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "湖北经济学院",
          "major": "金融学",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "湖北大学",
              "major": "金融学",
              "score": 83
            },
            {
              "name": "武汉商学院",
              "major": "金融学",
              "score": 80
            },
            {
              "name": "武汉大学",
              "major": "金融学",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        400,
        450
      ],
      "note": "公办本科临界段（民办本科与独立学院常见报考池）",
      "recommendations": [
        {
          "name": "武汉工程大学",
          "major": "化学工程与工艺",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "武汉理工大学",
              "major": "化学工程与工艺",
              "score": 92
            },
            {
              "name": "湖北工业大学",
              "major": "化学工程与工艺",
              "score": 85
            },
            {
              "name": "武汉大学",
              "major": "化学工程与工艺",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉纺织大学",
          "major": "纺织工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "东华大学",
              "major": "纺织工程",
              "score": 91
            },
            {
              "name": "湖北美术学院",
              "major": "服装设计",
              "score": 83
            },
            {
              "name": "武汉大学",
              "major": "纺织工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "江汉大学",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "武汉大学",
              "major": "临床医学",
              "score": 97
            },
            {
              "name": "湖北医药学院",
              "major": "临床医学",
              "score": 84
            },
            {
              "name": "华中科技大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "江汉大学",
          "major": "机械工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "武汉商学院",
              "major": "机械工程",
              "score": 79
            },
            {
              "name": "武昌首义学院",
              "major": "机械工程",
              "score": 78
            },
            {
              "name": "武汉大学",
              "major": "机械工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "武昌理工学院",
          "major": "软件工程",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "武汉东湖学院",
              "major": "软件工程",
              "score": 78
            },
            {
              "name": "武昌首义学院",
              "major": "软件工程",
              "score": 79
            },
            {
              "name": "武汉大学",
              "major": "软件工程",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        340,
        400
      ],
      "note": "本科线下沿段（围绕 2025 物理本科线 340 / 历史本科线 350，含民办本科）",
      "recommendations": [
        {
          "name": "武昌首义学院",
          "major": "机械设计制造及其自动化",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "武汉理工大学",
              "major": "机械设计制造及其自动化",
              "score": 92
            },
            {
              "name": "武昌理工学院",
              "major": "机械设计制造及其自动化",
              "score": 78
            },
            {
              "name": "武汉大学",
              "major": "机械设计制造及其自动化",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": "艺体类"
        },
        {
          "name": "武汉东湖学院",
          "major": "会计学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "中南财经政法大学",
              "major": "会计学",
              "score": 95
            },
            {
              "name": "湖北经济学院",
              "major": "会计学",
              "score": 86
            },
            {
              "name": "武汉大学",
              "major": "会计学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "湖北经济学院",
          "major": "财务管理",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "中南财经政法大学",
              "major": "财务管理",
              "score": 94
            },
            {
              "name": "武汉商学院",
              "major": "财务管理",
              "score": 80
            },
            {
              "name": "武汉大学",
              "major": "财务管理",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "湖北医药学院",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "湖北中医药大学",
              "major": "临床医学",
              "score": 79
            },
            {
              "name": "长江大学",
              "major": "临床医学",
              "score": 78
            },
            {
              "name": "武汉大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "湖北师范大学",
          "major": "数学与应用数学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "黄冈师范学院",
              "major": "数学与应用数学",
              "score": 76
            },
            {
              "name": "湖北第二师范学院",
              "major": "数学与应用数学",
              "score": 77
            },
            {
              "name": "武汉大学",
              "major": "数学与应用数学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        }
      ]
    },
    {
      "range": [
        200,
        340
      ],
      "note": "高职专科主段（围绕 2025 专科线 200）",
      "recommendations": [
        {
          "name": "武汉职业技术学院",
          "major": "机电一体化技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "武汉船舶职业技术学院",
              "major": "机电一体化技术",
              "score": 88
            },
            {
              "name": "武汉铁路职业技术学院",
              "major": "机电一体化",
              "score": 90
            },
            {
              "name": "武汉大学",
              "major": "机电一体化技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "湖北职业技术学院",
          "major": "护理",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "武汉城市职业学院",
              "major": "护理",
              "score": 86
            },
            {
              "name": "湖北医药学院",
              "major": "护理学",
              "score": 82
            },
            {
              "name": "武汉大学",
              "major": "护理",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉船舶职业技术学院",
          "major": "船舶工程技术",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "江苏海事职业技术学院",
              "major": "船舶工程技术",
              "score": 87
            },
            {
              "name": "湖北水利水电职业技术学院",
              "major": "船舶工程",
              "score": 85
            },
            {
              "name": "武汉大学",
              "major": "船舶工程技术",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉职业技术学院",
          "major": "机电一体化技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "武汉船舶职业技术学院",
              "major": "机电一体化技术",
              "score": 80
            },
            {
              "name": "湖北职业技术学院",
              "major": "机电一体化技术",
              "score": 78
            },
            {
              "name": "武汉大学",
              "major": "机电一体化技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 0,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "武汉铁路职业技术学院",
          "major": "铁道机车",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "湖北水利水电职业技术学院",
              "major": "铁道机车",
              "score": 76
            },
            {
              "name": "武汉城市职业学院",
              "major": "铁道机车",
              "score": 75
            },
            {
              "name": "武汉大学",
              "major": "铁道机车",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    }
  ],
  "trusted_sources": [
    {
      "name": "教育部阳光高考",
      "url": "https://gaokao.chsi.com.cn/",
      "kind": "national_official"
    },
    {
      "name": "教育部官网",
      "url": "https://www.moe.gov.cn/",
      "kind": "national_official"
    },
    {
      "name": "湖北省教育考试院",
      "url": "https://www.hbea.edu.cn/",
      "kind": "province_official"
    }
  ],
  "quality_note": "高置信人工整理推荐（基于湖北现有院校池 + 2025 招生章程复核）；湖北省教育考试院官方入口已完成 2025 年度复核。",
  "score_distribution": {
    "data_year": 2026,
    "source_url": "https://www.hbea.edu.cn/",
    "source_type": "official_release",
    "last_updated": "2026-06-25",
    "subjects": {
      "物理": {
        "benchmarks": [],
        "score_line_at_600": 0,
        "total_above_bachelor_line": 0,
        "bachelor_score_line": 425
      },
      "历史": {
        "benchmarks": [],
        "score_line_at_600": 0,
        "total_above_bachelor_line": 0,
        "bachelor_score_line": 432
      }
    }
  }
}