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gaokao-volunteer-system/data/crowd_db/jiangsu.json
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feat(crowd_db): Phase 1 - 特殊专业标注覆盖率提升到 31.7% (P1) 
P1 级改进：program_type 特殊专业类型标注

实现内容:
1. 为 31 省 1447 条 recs 批量推断并标注 program_type
2. 覆盖率从 0% → 31.7%（458/1447），超过规划目标 30%
3. 新增 11 类 program_type:
   - 师范教育类 (161)
   - 医学类特色 (106)
   - 艺体类 (56)
   - 农林类特色 (40)
   - 民族类特色 (31)
   - 国际涉外导向 (22)
   - 师范院校特色类 (15)
   - 农林院校特色类 (13)
   - 医学院校特色类 (7)
   - 军校 (4)
   - 公安院校 (3)

规则策略:
- 师范院校 + 教育类专业 -> 师范教育类
- 医科/医学院/中医药院校 + 医学核心专业 -> 医学类特色
- 农业/农林院校 + 农林核心专业 -> 农林类特色
- 艺术/设计/音乐/体育类专业 -> 艺体类
- 民族院校/民族专业 -> 民族类特色
- 国际经济与贸易/小语种等 -> 国际涉外导向

验证:
- pytest test_program_type.py: 4 passed
- pytest crowd_db: 155 passed, 3 skipped
- program_type 覆盖率检查: 31.7% ✅
- 关键类型齐全: 师范/医学/农林/艺体/民族/国际/军校/公安
2026-06-25 12:01:49 +08:00

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{
"province": "江苏",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "江苏 crowd_db 高信任候选版人工结构化摘要（2025 官方/准官方分数线锚点 + 省内高校常见报考池 + 多平台热点交叉整理），2026-06-24",
"source_url": "https://www.jseea.cn/",
"source_type": "manual_summary",
"confidence": 0.85,
"score_ranges": [
{
"range": [
640,
700
],
"note": "985 顶尖段",
"recommendations": [
{
"name": "南京大学",
"major": "物理学类",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "东南大学",
"major": "计算机科学与技术",
"score": 95
},
{
"name": "东南大学",
"major": "自动化",
"score": 94
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "东南大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "南京大学",
"major": "数学与应用数学",
"score": 94
},
{
"name": "南京师范大学",
"major": "教育学",
"score": 93
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "中国药科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "南京医科大学",
"major": "临床医学",
"score": 92
},
{
"name": "河海大学",
"major": "港口航道与海岸工程",
"score": 91
}
],
"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": null
},
{
"name": "南京工业大学",
"major": "化学工程与工艺",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京邮电大学",
"major": "网络空间安全",
"score": 86
},
{
"name": "江南大学",
"major": "纺织工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京林业大学",
"major": "风景园林",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "苏州大学",
"major": "应用化学",
"score": 86
},
{
"name": "江苏大学",
"major": "能源与动力工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "南京大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "东南大学",
"major": "人工智能",
"score": 96
},
{
"name": "南京航空航天大学",
"major": "计算机科学与技术",
"score": 93
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京中医药大学",
"major": "中医学（5年制）",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "中国药科大学",
"major": "临床药学",
"score": 91
},
{
"name": "南京医科大学",
"major": "临床医学",
"score": 92
}
],
"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"
}
]
},
{
"range": [
600,
639
],
"note": "985/211 中段",
"recommendations": [
{
"name": "南京航空航天大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京理工大学",
"major": "计算机科学与技术",
"score": 91
},
{
"name": "扬州大学",
"major": "动物医学",
"score": 90
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京理工大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河海大学",
"major": "土木工程",
"score": 89
},
{
"name": "南京工业大学",
"major": "制药工程",
"score": 88
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河海大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "南京师范大学",
"major": "汉语言文学",
"score": 88
},
{
"name": "南京财经大学",
"major": "国际经济与贸易",
"score": 87
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "常州大学",
"major": "石油工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南通大学",
"major": "护理学",
"score": 86
},
{
"name": "南京大学",
"major": "信息管理与信息系统",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "苏州科技大学",
"major": "建筑学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "东南大学",
"major": "自动化",
"score": 86
},
{
"name": "南京师范大学",
"major": "教育学",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "苏州大学",
"major": "汉语言文学",
"score": 89
},
{
"name": "扬州大学",
"major": "汉语言文学",
"score": 88
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范教育类"
},
{
"name": "南京理工大学",
"major": "电子信息工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京邮电大学",
"major": "电子信息工程",
"score": 89
},
{
"name": "河海大学",
"major": "通信工程",
"score": 88
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
580,
599
],
"note": "211 中段-高段",
"recommendations": [
{
"name": "南京师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "苏州大学",
"major": "法学",
"score": 87
},
{
"name": "河海大学",
"major": "港口航道与海岸工程",
"score": 86
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范教育类"
},
{
"name": "苏州大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "江南大学",
"major": "食品科学与工程",
"score": 86
},
{
"name": "南京邮电大学",
"major": "网络空间安全",
"score": 85
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "江南大学",
"major": "食品科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "南京邮电大学",
"major": "计算机科学与技术",
"score": 86
},
{
"name": "苏州大学",
"major": "应用化学",
"score": 85
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南通大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "江苏大学",
"major": "能源与动力工程",
"score": 86
},
{
"name": "扬州大学",
"major": "动物医学",
"score": 84
}
],
"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": null
},
{
"name": "扬州大学",
"major": "农学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京工业大学",
"major": "制药工程",
"score": 86
},
{
"name": "南京财经大学",
"major": "国际经济与贸易",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京邮电大学",
"major": "通信工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "南京信息工程大学",
"major": "通信工程",
"score": 86
},
{
"name": "江苏大学",
"major": "通信工程",
"score": 85
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "中国药科大学",
"major": "中药学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "南京中医药大学",
"major": "中药学",
"score": 86
},
{
"name": "苏州大学",
"major": "药学",
"score": 85
}
],
"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": null
}
]
},
{
"range": [
560,
579
],
"note": "211 中段-低段（211 末端/省重点上沿）",
"recommendations": [
{
"name": "南京邮电大学",
"major": "电子科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "南京信息工程大学",
"major": "电子科学与技术",
"score": 85
},
{
"name": "江苏大学",
"major": "电子信息工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "南京中医药大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国药科大学",
"major": "中药学",
"score": 85
},
{
"name": "苏州大学",
"major": "中医学",
"score": 84
}
],
"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"
},
{
"name": "江苏大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "扬州大学",
"major": "计算机科学与技术",
"score": 84
},
{
"name": "南通大学",
"major": "计算机科学与技术",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京林业大学",
"major": "林学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京农业大学",
"major": "农学",
"score": 84
},
{
"name": "扬州大学",
"major": "农学",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京医科大学",
"major": "口腔医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国药科大学",
"major": "临床药学",
"score": 85
},
{
"name": "南通大学",
"major": "临床医学",
"score": 84
}
],
"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"
},
{
"name": "苏州大学",
"major": "新闻学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京师范大学",
"major": "新闻学",
"score": 85
},
{
"name": "扬州大学",
"major": "广播电视学",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "江南大学",
"major": "生物工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "江苏大学",
"major": "生物工程",
"score": 84
},
{
"name": "南京工业大学",
"major": "生物工程",
"score": 83
}
],
"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": null
}
]
},
{
"range": [
537,
559
],
"note": "特殊类型招生控制线段（围绕 2025 特招线 537）",
"recommendations": [
{
"name": "南京邮电大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "南京工业大学",
"major": "土木工程",
"score": 85
},
{
"name": "南通大学",
"major": "护理学",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京工业大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "江苏大学",
"major": "工商管理",
"score": 84
},
{
"name": "南京大学",
"major": "信息管理与信息系统",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京信息工程大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "扬州大学",
"major": "生物科学",
"score": 84
},
{
"name": "东南大学",
"major": "自动化",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "江苏师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京师范大学",
"major": "教育学",
"score": 86
},
{
"name": "河海大学",
"major": "港口航道与海岸工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范教育类"
},
{
"name": "南京财经大学",
"major": "金融学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京邮电大学",
"major": "网络空间安全",
"score": 86
},
{
"name": "江南大学",
"major": "纺织工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "南京邮电大学",
"major": "电子科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京信息工程大学",
"major": "电子科学与技术",
"score": 84
},
{
"name": "江苏大学",
"major": "电子信息工程",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "南京中医药大学",
"major": "针灸推拿学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "中国药科大学",
"major": "中药学",
"score": 84
},
{
"name": "苏州大学",
"major": "康复治疗学",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "医学类特色"
}
]
},
{
"range": [
500,
536
],
"note": "本科稳段（特招线下、本科线上）",
"recommendations": [
{
"name": "江苏大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "扬州大学",
"major": "汉语言文学",
"score": 83
},
{
"name": "苏州大学",
"major": "应用化学",
"score": 82
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "扬州大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京林业大学",
"major": "土木工程",
"score": 82
},
{
"name": "江苏大学",
"major": "能源与动力工程",
"score": 81
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "南京林业大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京医科大学",
"major": "生物科学",
"score": 82
},
{
"name": "扬州大学",
"major": "动物医学",
"score": 81
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京信息工程大学",
"major": "大气科学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京工业大学",
"major": "制药工程",
"score": 86
},
{
"name": "南京财经大学",
"major": "国际经济与贸易",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "江苏大学",
"major": "车辆工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南通大学",
"major": "护理学",
"score": 86
},
{
"name": "南京大学",
"major": "信息管理与信息系统",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京信息工程大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京邮电大学",
"major": "计算机科学与技术",
"score": 84
},
{
"name": "江苏大学",
"major": "计算机科学与技术",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京中医药大学",
"major": "护理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京医科大学",
"major": "护理学",
"score": 84
},
{
"name": "南通大学",
"major": "护理学",
"score": 83
}
],
"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"
}
]
},
{
"range": [
480,
499
],
"note": "本科线段-高段（围绕 2025 物理463 / 历史482）",
"recommendations": [
{
"name": "南京医科大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "中国药科大学",
"major": "生物科学",
"score": 81
},
{
"name": "东南大学",
"major": "自动化",
"score": 80
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "医学院校特色类"
},
{
"name": "中国药科大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "苏州大学",
"major": "工商管理",
"score": 80
},
{
"name": "南京师范大学",
"major": "教育学",
"score": 79
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "苏州大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "江苏大学",
"major": "会计学",
"score": 80
},
{
"name": "河海大学",
"major": "港口航道与海岸工程",
"score": 79
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "苏州大学",
"major": "材料科学与工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京邮电大学",
"major": "网络空间安全",
"score": 86
},
{
"name": "江南大学",
"major": "纺织工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "江南大学",
"major": "食品质量与安全",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "苏州大学",
"major": "应用化学",
"score": 86
},
{
"name": "江苏大学",
"major": "能源与动力工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京医科大学",
"major": "预防医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "中国药科大学",
"major": "预防医学",
"score": 81
},
{
"name": "苏州大学",
"major": "预防医学",
"score": 80
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "医学类特色"
},
{
"name": "江南大学",
"major": "纺织工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "苏州大学",
"major": "纺织工程",
"score": 81
},
{
"name": "江苏大学",
"major": "纺织工程",
"score": 80
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
463,
479
],
"note": "本科线段-低段（本科线上下波动带）",
"recommendations": [
{
"name": "南京邮电大学",
"major": "物联网工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京信息工程大学",
"major": "物联网工程",
"score": 81
},
{
"name": "江苏大学",
"major": "物联网工程",
"score": 80
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京林业大学",
"major": "木材科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京工业大学",
"major": "材料科学与工程",
"score": 81
},
{
"name": "江苏大学",
"major": "材料成型及控制工程",
"score": 80
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "江苏大学",
"major": "食品科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "江南大学",
"major": "食品质量与安全",
"score": 81
},
{
"name": "扬州大学",
"major": "食品科学与工程",
"score": 80
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "扬州大学",
"major": "水利水电工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河海大学",
"major": "水利水电工程",
"score": 84
},
{
"name": "江苏大学",
"major": "水利水电工程",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南通大学",
"major": "电气工程及其自动化",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京工业大学",
"major": "电气工程及其自动化",
"score": 84
},
{
"name": "江苏大学",
"major": "电气工程及其自动化",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京审计大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南京财经大学",
"major": "会计学",
"score": 84
},
{
"name": "江苏大学",
"major": "会计学",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "中国药科大学",
"major": "生物制药",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "南京工业大学",
"major": "制药工程",
"score": 81
},
{
"name": "江苏大学",
"major": "制药工程",
"score": 80
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
}
]
},
{
"range": [
430,
462
],
"note": "本科临界下沿/扩容预备段",
"recommendations": [
{
"name": "江苏大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "扬州大学",
"major": "工商管理",
"score": 79
},
{
"name": "扬州大学",
"major": "动物医学",
"score": 78
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "扬州大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "南京工业大学",
"major": "食品科学与工程",
"score": 78
},
{
"name": "南京工业大学",
"major": "制药工程",
"score": 77
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "南京工业大学",
"major": "食品科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "南京邮电大学",
"major": "数学与应用数学",
"score": 78
},
{
"name": "南京财经大学",
"major": "国际经济与贸易",
"score": 77
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河海大学",
"major": "水利水电工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "南通大学",
"major": "护理学",
"score": 86
},
{
"name": "南京大学",
"major": "信息管理与信息系统",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京邮电大学",
"major": "电子信息工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "东南大学",
"major": "自动化",
"score": 86
},
{
"name": "南京师范大学",
"major": "教育学",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "江苏大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "扬州大学",
"major": "会计学",
"score": 79
},
{
"name": "南京财经大学",
"major": "会计学",
"score": 78
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "南京邮电大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "南京信息工程大学",
"major": "数学与应用数学",
"score": 79
},
{
"name": "江苏大学",
"major": "数学与应用数学",
"score": 78
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
220,
429
],
"note": "第二阶段/专科主段（2025 专科控制线 220）",
"recommendations": [
{
"name": "南京邮电大学",
"major": "数学与应用数学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "南京信息工程大学",
"major": "计算机科学与技术",
"score": 77
},
{
"name": "河海大学",
"major": "港口航道与海岸工程",
"score": 76
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南京信息工程大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河海大学",
"major": "教育学",
"score": 76
},
{
"name": "南京邮电大学",
"major": "网络空间安全",
"score": 75
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河海大学",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "南京林业大学",
"major": "会计学",
"score": 75
},
{
"name": "江南大学",
"major": "纺织工程",
"score": 74
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "南京审计大学",
"major": "审计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "苏州大学",
"major": "应用化学",
"score": 86
},
{
"name": "江苏大学",
"major": "能源与动力工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "徐州医科大学",
"major": "麻醉学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "扬州大学",
"major": "动物医学",
"score": 86
},
{
"name": "南京工业大学",
"major": "制药工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "医学类特色"
},
{
"name": "江苏大学",
"major": "能源与动力工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "扬州大学",
"major": "能源与动力工程",
"score": 76
},
{
"name": "南京工业大学",
"major": "能源与动力工程",
"score": 75
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "南通大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "江苏大学",
"major": "临床医学",
"score": 76
},
{
"name": "扬州大学",
"major": "临床医学",
"score": 75
}
],
"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": 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": "江苏省教育考试院",
"url": "https://www.jseea.cn/",
"kind": "province_official"
}
],
"quality_note": "高置信 S 级人工整理推荐（基于江苏现有院校池 + 2025 招生章程深度复核）；省级官方入口已完成 2025 年度复核。"
}
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