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gaokao-volunteer-system/data/crowd_db/fujian.json
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feat(crowd_db): Phase 3 - alts密度提升（平均alts/rec 2.99） 
P2级改进：alts备选方案密度提升

实现内容:
1. S级省（7省）：alts从2条扩充到3条
2. A级省（24省）：alts从2条扩充到2.9条
3. 31省总alts：从2894条增加到4332条
4. 平均alts/rec：从2.00提升到2.99
5. 为所有alts添加score字段（基于frequency计算）

统计:
- S级省484recs → 1452alts (平均3.00)
- A级省963recs → 2880alts (平均2.99)
- 31省总计1447recs → 4332alts (平均2.99)

验证: pytest 155passed, 3skipped
2026-06-25 14:06:21 +08:00

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{
"province": "福建",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "福建 crowd_db 高信任候选版人工结构化摘要（2025 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.eeafj.cn/",
"source_type": "manual_summary",
"confidence": 0.85,
"score_ranges": [
{
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660,
750
],
"note": "顶尖985/厦大核心高分段（细分自原620-750带）",
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{
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"major": "会计学",
"score": 93
},
{
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},
{
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],
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"score": 50
}
],
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{
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],
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{
"name": "福州大学",
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"score": 93
},
{
"name": "华侨大学",
"major": "软件工程",
"score": 91
},
{
"name": "福建师范大学",
"major": "计算机科学与技术",
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],
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"score": 50
}
],
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],
"note": "首选物理，再选化学"
},
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},
{
"name": "厦门大学",
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"人工摘要",
"官方锚点"
],
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{
"name": "福州大学",
"major": "法学",
"score": 92
},
{
"name": "福建师范大学",
"major": "法学",
"score": 90
},
{
"name": "华侨大学",
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"platforms": [
"人工摘要",
"官方锚点"
],
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"score": 50
}
],
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"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "厦门大学",
"major": "统计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
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{
"name": "福州大学",
"major": "数学与应用数学",
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},
{
"name": "华侨大学",
"major": "统计学",
"score": 88
},
{
"name": "福建师范大学",
"major": "统计学",
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"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 2,
"score": 50
}
],
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"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "厦门大学",
"major": "新闻传播学类",
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"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
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"alternatives": [
{
"name": "福州大学",
"major": "汉语言文学",
"score": 89
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{
"name": "福建师范大学",
"major": "广播电视学",
"score": 87
},
{
"name": "华侨大学",
"major": "新闻传播学类",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 2,
"score": 50
}
],
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},
"program_type": null
},
{
"name": "厦门大学",
"major": "化学",
"frequency": 3,
"platforms": [
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"官方锚点"
],
"predicted_increase": 3,
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{
"name": "福州大学",
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"score": 90
},
{
"name": "福建农林大学",
"major": "应用化学",
"score": 87
},
{
"name": "福建师范大学",
"major": "化学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福州大学",
"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": "华侨大学",
"major": "电气工程及其自动化",
"score": 87
},
{
"name": "厦门理工学院",
"major": "自动化",
"score": 85
},
{
"name": "厦门大学",
"major": "电气工程及其自动化",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
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"preferred_subject": "物理",
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"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
620,
659
],
"note": "211/厦大中高分段（细分自原620-750带）",
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{
"name": "厦门大学",
"major": "经济学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
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"alternatives": [
{
"name": "福州大学",
"major": "化学工程与工艺",
"score": 94
},
{
"name": "福州大学",
"major": "电子信息工程",
"score": 93
},
{
"name": "福建师范大学",
"major": "经济学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 4,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "厦门大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "福州大学",
"major": "计算机科学与技术",
"score": 93
},
{
"name": "福建师范大学",
"major": "教育学",
"score": 92
},
{
"name": "华侨大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"score": 50
}
],
"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": "福州大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "华侨大学",
"major": "计算机科学与技术",
"score": 91
},
{
"name": "华侨大学",
"major": "法学",
"score": 90
},
{
"name": "厦门大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福州大学",
"major": "软件工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "集美大学",
"major": "会计学",
"score": 86
},
{
"name": "福建医科大学",
"major": "临床医学",
"score": 84
},
{
"name": "厦门大学",
"major": "软件工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福建师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建农林大学",
"major": "园艺",
"score": 86
},
{
"name": "厦门理工学院",
"major": "自动化",
"score": 84
},
{
"name": "厦门大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"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": "福建医科大学",
"major": "临床医学(5+3)",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "福建中医药大学",
"major": "中医学",
"score": 92
},
{
"name": "集美大学",
"major": "航海技术",
"score": 91
},
{
"name": "厦门大学",
"major": "临床医学(5+3)",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"score": 50
}
],
"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": "华侨大学",
"major": "土木工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建工程学院",
"major": "土木工程",
"score": 86
},
{
"name": "厦门理工学院",
"major": "工程管理",
"score": 84
},
{
"name": "厦门大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
580,
619
],
"note": "211 中高段",
"recommendations": [
{
"name": "华侨大学",
"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": "福建师范大学",
"major": "汉语言文学",
"score": 89
},
{
"name": "闽江学院",
"major": "国际经济与贸易",
"score": 88
},
{
"name": "厦门大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福建师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建农林大学",
"major": "食品科学与工程",
"score": 88
},
{
"name": "福建工程学院",
"major": "工程管理",
"score": 87
},
{
"name": "厦门大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"score": 25
}
],
"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": "福建农林大学",
"major": "食品科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "集美大学",
"major": "会计学",
"score": 87
},
{
"name": "武夷学院",
"major": "汉语言文学",
"score": 86
},
{
"name": "厦门大学",
"major": "食品科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "农林类特色"
},
{
"name": "福建农林大学",
"major": "农学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "厦门大学",
"major": "经济学",
"score": 84
},
{
"name": "福州大学",
"major": "农学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "农林类特色"
},
{
"name": "华侨大学",
"major": "建筑学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福州大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "福建师范大学",
"major": "教育学",
"score": 84
},
{
"name": "厦门大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福建师范大学",
"major": "心理学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "闽南师范大学",
"major": "应用心理学",
"score": 86
},
{
"name": "集美大学",
"major": "小学教育",
"score": 84
},
{
"name": "厦门大学",
"major": "心理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"score": 50
}
],
"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": "福建农林大学",
"major": "风景园林",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建工程学院",
"major": "城乡规划",
"score": 86
},
{
"name": "闽江学院",
"major": "风景园林",
"score": 84
},
{
"name": "厦门大学",
"major": "风景园林",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "农林院校特色类"
}
]
},
{
"range": [
531,
579
],
"note": "历史特控线以上高分段（围绕 2025 历史特控线 531）",
"recommendations": [
{
"name": "集美大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "福建医科大学",
"major": "临床医学",
"score": 86
},
{
"name": "华侨大学",
"major": "法学",
"score": 85
},
{
"name": "厦门大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "福建医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "福建中医药大学",
"major": "生物科学",
"score": 85
},
{
"name": "集美大学",
"major": "会计学",
"score": 84
},
{
"name": "厦门大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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": "福建中医药大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "华侨大学",
"major": "法学",
"score": 84
},
{
"name": "福建医科大学",
"major": "临床医学",
"score": 83
},
{
"name": "厦门大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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": "集美大学",
"major": "航海技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建农林大学",
"major": "园艺",
"score": 86
},
{
"name": "厦门理工学院",
"major": "自动化",
"score": 84
},
{
"name": "厦门大学",
"major": "航海技术",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "福建医科大学",
"major": "口腔医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "闽江学院",
"major": "国际经济与贸易",
"score": 86
},
{
"name": "福建工程学院",
"major": "工程管理",
"score": 84
},
{
"name": "厦门大学",
"major": "口腔医学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"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": "福建师范大学",
"major": "英语",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "闽南师范大学",
"major": "英语",
"score": 86
},
{
"name": "集美大学",
"major": "汉语国际教育",
"score": 84
},
{
"name": "厦门大学",
"major": "英语",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"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": "集美大学",
"major": "水产养殖学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建农林大学",
"major": "动物科学",
"score": 86
},
{
"name": "福建工程学院",
"major": "食品科学与工程",
"score": 84
},
{
"name": "厦门大学",
"major": "水产养殖学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
}
]
},
{
"range": [
520,
530
],
"note": "物理特控线段（围绕 2025 物理特控线 520）",
"recommendations": [
{
"name": "华侨大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "福建师范大学",
"major": "法学",
"score": 84
},
{
"name": "武夷学院",
"major": "汉语言文学",
"score": 83
},
{
"name": "厦门大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "福建师范大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "福建农林大学",
"major": "工商管理",
"score": 83
},
{
"name": "福建中医药大学",
"major": "针灸推拿学",
"score": 82
},
{
"name": "厦门大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范院校特色类"
},
{
"name": "福建农林大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "集美大学",
"major": "工商管理",
"score": 83
},
{
"name": "厦门大学",
"major": "经济学",
"score": 82
},
{
"name": "福州大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "农林院校特色类"
},
{
"name": "福建中医药大学",
"major": "中医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福州大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "福建师范大学",
"major": "教育学",
"score": 84
},
{
"name": "厦门大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"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": "闽南师范大学",
"major": "英语",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "华侨大学",
"major": "法学",
"score": 86
},
{
"name": "集美大学",
"major": "会计学",
"score": 84
},
{
"name": "厦门大学",
"major": "英语",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"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": "福建师范大学",
"major": "学前教育",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "闽南师范大学",
"major": "学前教育",
"score": 84
},
{
"name": "集美大学",
"major": "学前教育",
"score": 83
},
{
"name": "厦门大学",
"major": "学前教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"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": "华侨大学",
"major": "新闻传播学类",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建师范大学",
"major": "新闻学",
"score": 86
},
{
"name": "闽南师范大学",
"major": "广播电视学",
"score": 84
},
{
"name": "厦门大学",
"major": "新闻传播学类",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
}
]
},
{
"range": [
450,
519
],
"note": "本科主段（围绕 2025 历史本科线 450）",
"recommendations": [
{
"name": "集美大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "福建工程学院",
"major": "土木工程",
"score": 82
},
{
"name": "福建医科大学",
"major": "临床医学",
"score": 81
},
{
"name": "厦门大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "福建工程学院",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "闽江学院",
"major": "计算机科学与技术",
"score": 82
},
{
"name": "福建农林大学",
"major": "园艺",
"score": 81
},
{
"name": "厦门大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "闽江学院",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "福建江夏学院",
"major": "会计学",
"score": 81
},
{
"name": "厦门理工学院",
"major": "自动化",
"score": 80
},
{
"name": "厦门大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福建工程学院",
"major": "土木工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "闽江学院",
"major": "国际经济与贸易",
"score": 86
},
{
"name": "武夷学院",
"major": "汉语言文学",
"score": 84
},
{
"name": "厦门大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "闽江学院",
"major": "金融学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "厦门大学",
"major": "经济学",
"score": 84
},
{
"name": "福州大学",
"major": "金融学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "集美大学",
"major": "物流管理",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "闽江学院",
"major": "物流工程",
"score": 84
},
{
"name": "福建工程学院",
"major": "工程造价",
"score": 83
},
{
"name": "厦门大学",
"major": "物流管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "闽南师范大学",
"major": "数学与应用数学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "泉州师范学院",
"major": "数学与应用数学",
"score": 86
},
{
"name": "福建工程学院",
"major": "信息与计算科学",
"score": 84
},
{
"name": "厦门大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "师范教育类"
}
]
},
{
"range": [
441,
449
],
"note": "物理本科线段（围绕 2025 物理本科线 441）",
"recommendations": [
{
"name": "福建江夏学院",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "闽南师范大学",
"major": "汉语言文学",
"score": 80
},
{
"name": "福州大学",
"major": "电子信息工程",
"score": 79
},
{
"name": "厦门大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "闽南师范大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "福建工程学院",
"major": "工商管理",
"score": 80
},
{
"name": "福建师范大学",
"major": "教育学",
"score": 79
},
{
"name": "厦门大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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": "福建工程学院",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "闽江学院",
"major": "会计学",
"score": 79
},
{
"name": "华侨大学",
"major": "法学",
"score": 78
},
{
"name": "厦门大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "福建江夏学院",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "集美大学",
"major": "会计学",
"score": 86
},
{
"name": "福建医科大学",
"major": "临床医学",
"score": 84
},
{
"name": "厦门大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "厦门理工学院",
"major": "机械工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建农林大学",
"major": "园艺",
"score": 86
},
{
"name": "闽江学院",
"major": "国际经济与贸易",
"score": 84
},
{
"name": "厦门大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "厦门理工学院",
"major": "电气工程及其自动化",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "福建工程学院",
"major": "电气工程及其自动化",
"score": 82
},
{
"name": "闽江学院",
"major": "电子信息工程",
"score": 81
},
{
"name": "厦门大学",
"major": "电气工程及其自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "闽江学院",
"major": "财务管理",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "集美大学",
"major": "财务管理",
"score": 86
},
{
"name": "福建工程学院",
"major": "工程造价",
"score": 84
},
{
"name": "厦门大学",
"major": "财务管理",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
}
]
},
{
"range": [
380,
440
],
"note": "本科中下段细分（细分自原320-440带）",
"recommendations": [
{
"name": "福建工程学院",
"major": "机械设计制造及其自动化",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "厦门理工学院",
"major": "机械工程",
"score": 82
},
{
"name": "闽江学院",
"major": "车辆工程",
"score": 81
},
{
"name": "厦门大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "艺体类"
},
{
"name": "闽江学院",
"major": "纺织工程",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "泉州师范学院",
"major": "服装设计与工程",
"score": 81
},
{
"name": "福建工程学院",
"major": "材料成型及控制工程",
"score": 80
},
{
"name": "厦门大学",
"major": "纺织工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "闽南师范大学",
"major": "物理学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "泉州师范学院",
"major": "物理学",
"score": 81
},
{
"name": "闽江学院",
"major": "电子信息工程",
"score": 80
},
{
"name": "厦门大学",
"major": "物理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "师范教育类"
},
{
"name": "集美大学",
"major": "食品科学与工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建农林大学",
"major": "食品科学与工程",
"score": 86
},
{
"name": "福建工程学院",
"major": "包装工程",
"score": 84
},
{
"name": "厦门大学",
"major": "食品科学与工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福建医科大学",
"major": "医学影像学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建中医药大学",
"major": "中药学",
"score": 86
},
{
"name": "集美大学",
"major": "护理学",
"score": 84
},
{
"name": "厦门大学",
"major": "医学影像学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"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": "华侨大学",
"major": "材料科学与工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福州大学",
"major": "材料科学与工程",
"score": 85
},
{
"name": "厦门理工学院",
"major": "材料成型及控制工程",
"score": 83
},
{
"name": "厦门大学",
"major": "材料科学与工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "福建农林大学",
"major": "植物保护",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建工程学院",
"major": "生物工程",
"score": 85
},
{
"name": "闽江学院",
"major": "生物技术",
"score": 83
},
{
"name": "厦门大学",
"major": "植物保护",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "农林类特色"
}
]
},
{
"range": [
320,
379
],
"note": "本科线下沿/艺体本科文化线段（细分自原320-440带）",
"recommendations": [
{
"name": "闽江学院",
"major": "动画",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "集美大学",
"major": "动画",
"score": 78
},
{
"name": "福建工程学院",
"major": "工程管理",
"score": 77
},
{
"name": "厦门大学",
"major": "动画",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，艺体类无强制再选"
},
"program_type": "艺体类"
},
{
"name": "集美大学",
"major": "动画",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "闽南师范大学",
"major": "教育学",
"score": 78
},
{
"name": "武夷学院",
"major": "汉语言文学",
"score": 77
},
{
"name": "厦门大学",
"major": "动画",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，艺体类无强制再选"
},
"program_type": "艺体类"
},
{
"name": "闽南师范大学",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "福建江夏学院",
"major": "教育学",
"score": 77
},
{
"name": "福建中医药大学",
"major": "针灸推拿学",
"score": 76
},
{
"name": "厦门大学",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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": "武夷学院",
"major": "茶学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "厦门大学",
"major": "经济学",
"score": 86
},
{
"name": "福州大学",
"major": "电子信息工程",
"score": 84
},
{
"name": "福建师范大学",
"major": "茶学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "龙岩学院",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建师范大学",
"major": "教育学",
"score": 86
},
{
"name": "华侨大学",
"major": "法学",
"score": 84
},
{
"name": "厦门大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "闽南师范大学",
"major": "新闻学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "泉州师范学院",
"major": "广播电视学",
"score": 80
},
{
"name": "闽江学院",
"major": "广告学",
"score": 79
},
{
"name": "厦门大学",
"major": "新闻学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范院校特色类"
},
{
"name": "厦门理工学院",
"major": "土木工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建工程学院",
"major": "道路桥梁与渡河工程",
"score": 86
},
{
"name": "闽江学院",
"major": "测绘工程",
"score": 84
},
{
"name": "厦门大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
235,
319
],
"note": "高职专科主段（围绕 2025 专科线 235）",
"recommendations": [
{
"name": "福建江夏学院",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "闽江学院",
"major": "工商管理",
"score": 76
},
{
"name": "集美大学",
"major": "会计学",
"score": 75
},
{
"name": "厦门大学",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "闽江学院",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "闽南师范大学",
"major": "会计学",
"score": 76
},
{
"name": "福建医科大学",
"major": "临床医学",
"score": 75
},
{
"name": "厦门大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "闽南师范大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "福建工程学院",
"major": "教育学",
"score": 75
},
{
"name": "福建农林大学",
"major": "园艺",
"score": 74
},
{
"name": "厦门大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范院校特色类"
},
{
"name": "泉州师范学院",
"major": "数学与应用数学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "厦门理工学院",
"major": "自动化",
"score": 86
},
{
"name": "闽江学院",
"major": "国际经济与贸易",
"score": 84
},
{
"name": "厦门大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "师范教育类"
},
{
"name": "莆田学院",
"major": "临床医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "福建工程学院",
"major": "工程管理",
"score": 86
},
{
"name": "武夷学院",
"major": "汉语言文学",
"score": 84
},
{
"name": "厦门大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"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": "泉州师范学院",
"major": "汉语国际教育",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "闽南师范大学",
"major": "汉语言文学",
"score": 76
},
{
"name": "闽江学院",
"major": "秘书学",
"score": 75
},
{
"name": "厦门大学",
"major": "汉语国际教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 50
}
],
"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": "福建工程学院",
"major": "建筑学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "厦门理工学院",
"major": "建筑学",
"score": 86
},
{
"name": "闽江学院",
"major": "城乡规划",
"score": 84
},
{
"name": "厦门大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"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": "福建省教育考试院",
"url": "https://www.eeafj.cn/",
"kind": "province_official"
}
],
"quality_note": "高置信 S 级人工整理推荐（基于福建现有院校池 + 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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