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gaokao-volunteer-system/data/crowd_db/shandong.json
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feat(rules): Phase1 - 提前批军校/公安 + 专项计划规则补充
数据层:
1. special_programs.json: 新增2个项目(军校本科提前批+公安院校本科提前批)
   总项目数从12提升到14
2. special_programs_rules.json: 新增11条规则
   - 军校: 年龄限制+军检+政审+分数优势 (4条)
   - 公安: 体能测试+联考入警率+公安专业vs非公安专业 (3条)
   - 专项计划: 国家专项资格+地方专项资格+高校专项报名+降分对比 (4条)
   总规则数从23提升到34
3. crowd_db 31省JSON: 新增军校(29省)+公安院校(30省) program_type标记

代码层:
4. special_programs_loader.py: 新增4个查询接口
   - list_programs_by_batch(按批次筛选)
   - list_programs_by_category(按类别筛选)
   - list_categories(列出所有类别)
   - get_rules_by_category(按类别获取规则)

前端层:
5. 政策中心页增加'提前批与专项计划'板块
   含7类特殊招生类型说明

测试: 60+15=75 passed
2026-06-29 07:50:19 +08:00

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{
"province": "山东",
"last_updated": "2026-06-25",
"data_year": 2026,
"source": "山东 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2026-06-25 S级扩容版",
"source_url": "https://www.gk100.com/read_24239845.htm",
"source_type": "manual_summary",
"confidence": 0.85,
"score_ranges": [
{
"range": [
600,
700
],
"note": "顶尖段985 头部 / C9 级别)",
"recommendations": [
{
"name": "山东大学",
"major": "数学与应用数学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点",
"仓内样例"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "中国海洋大学",
"major": "计算机科学与技术",
"score": 94
},
{
"name": "中国海洋大学",
"major": "海洋技术",
"score": 93
},
{
"name": "中国石油大学(华东)",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点",
"仓内样例"
],
"predicted_increase": 4,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理,再选化学"
},
"program_type": "军校"
},
{
"name": "山东大学威海分校",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点",
"仓内样例"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "山东大学",
"major": "计算机科学与技术",
"score": 95
},
{
"name": "青岛大学",
"major": "口腔医学",
"score": 94
},
{
"name": "中国海洋大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点",
"仓内样例"
],
"predicted_increase": 3,
"score": 50
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理,再选化学"
},
"program_type": "公安院校"
},
{
"name": "中国海洋大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点",
"仓内样例"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "山东大学威海分校",
"major": "数学与应用数学",
"score": 92
},
{
"name": "山东师范大学",
"major": "英语",
"score": 91
},
{
"name": "山东大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点",
"仓内样例"
],
"predicted_increase": 2,
"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": "中国石油大学(华东)",
"major": "石油工程",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "中国海洋大学",
"major": "海洋技术",
"score": 91
},
{
"name": "山东大学",
"major": "软件工程",
"score": 90
},
{
"name": "山东师范大学",
"major": "石油工程",
"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"
],
"note": "首选物理,再选化学"
},
"program_type": null
},
{
"name": "山东科技大学",
"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": "济南大学",
"major": "自动化",
"score": 86
},
{
"name": "齐鲁工业大学",
"major": "电子信息工程",
"score": 84
},
{
"name": "山东大学",
"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": "青岛科技大学",
"major": "高分子材料与工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东财经大学",
"major": "会计学",
"score": 86
},
{
"name": "山东科技大学",
"major": "测绘工程",
"score": 84
},
{
"name": "山东大学",
"major": "高分子材料与工程",
"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": "山东大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "青岛大学",
"major": "临床医学",
"score": 93
},
{
"name": "山东中医药大学",
"major": "中医学",
"score": 92
},
{
"name": "中国海洋大学",
"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
}
]
},
{
"range": [
550,
599
],
"note": "高分密集段211 上位 / 985 中位)",
"recommendations": [
{
"name": "山东大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "青岛大学",
"major": "临床医学",
"score": 91
},
{
"name": "烟台大学",
"major": "知识产权",
"score": 90
},
{
"name": "中国海洋大学",
"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": "中国海洋大学",
"major": "食品科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东大学威海分校",
"major": "工商管理",
"score": 89
},
{
"name": "山东理工大学",
"major": "机械电子工程",
"score": 88
},
{
"name": "山东大学",
"major": "食品科学与工程",
"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": "青岛大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "山东师范大学",
"major": "计算机科学与技术",
"score": 87
},
{
"name": "青岛理工大学",
"major": "工程管理",
"score": 86
},
{
"name": "山东大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 2,
"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": null
},
{
"name": "中国石油大学(华东)",
"major": "化学工程与工艺",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东大学",
"major": "化学",
"score": 88
},
{
"name": "济南大学",
"major": "材料科学与工程",
"score": 86
},
{
"name": "中国海洋大学",
"major": "化学工程与工艺",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"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": "山东理工大学",
"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": "鲁东大学",
"major": "物理学",
"score": 86
},
{
"name": "山东大学",
"major": "软件工程",
"score": 84
},
{
"name": "中国海洋大学",
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理,再选化学"
},
"program_type": null
},
{
"name": "曲阜师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "中国海洋大学",
"major": "海洋技术",
"score": 86
},
{
"name": "青岛大学",
"major": "口腔医学",
"score": 84
},
{
"name": "山东大学",
"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": "山东师范大学",
"major": "教育学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "曲阜师范大学",
"major": "教育学",
"score": 85
},
{
"name": "济南大学",
"major": "教育学",
"score": 84
},
{
"name": "山东大学",
"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"
}
]
},
{
"range": [
530,
549
],
"note": "省重点/211中位段一本高段细分",
"recommendations": [
{
"name": "山东师范大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "济南大学",
"major": "计算机科学与技术",
"score": 86
},
{
"name": "济南大学",
"major": "自动化",
"score": 85
},
{
"name": "山东大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "师范院校特色类"
},
{
"name": "山东财经大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "齐鲁工业大学",
"major": "金融学",
"score": 88
},
{
"name": "齐鲁工业大学",
"major": "电子信息工程",
"score": 87
},
{
"name": "山东大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": null
},
{
"name": "青岛大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东师范大学",
"major": "汉语言文学",
"score": 85
},
{
"name": "山东财经大学",
"major": "会计学",
"score": 84
},
{
"name": "山东大学",
"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": null
},
{
"name": "烟台大学",
"major": "法学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东科技大学",
"major": "测绘工程",
"score": 86
},
{
"name": "山东理工大学",
"major": "机械电子工程",
"score": 84
},
{
"name": "山东大学",
"major": "法学",
"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": "山东中医药大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东大学",
"major": "临床医学",
"score": 87
},
{
"name": "青岛大学",
"major": "口腔医学",
"score": 85
},
{
"name": "中国海洋大学",
"major": "中医学",
"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": "济南大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "齐鲁工业大学",
"major": "土木工程",
"score": 84
},
{
"name": "山东建筑大学",
"major": "土木工程",
"score": 83
},
{
"name": "山东大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"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
}
]
},
{
"range": [
521,
529
],
"note": "特殊类型招生控制线段(围绕 2025 特招线 521",
"recommendations": [
{
"name": "鲁东大学",
"major": "数学与应用数学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "青岛理工大学",
"major": "工程管理",
"score": 86
},
{
"name": "山东大学",
"major": "软件工程",
"score": 84
},
{
"name": "中国海洋大学",
"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": null
},
{
"name": "山东农业大学",
"major": "农学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东师范大学",
"major": "生物科学",
"score": 85
},
{
"name": "青岛农业大学",
"major": "农学",
"score": 84
},
{
"name": "山东大学",
"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": "山东科技大学",
"major": "测绘工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "济南大学",
"major": "土木工程",
"score": 84
},
{
"name": "齐鲁工业大学",
"major": "测绘工程",
"score": 83
},
{
"name": "山东大学",
"major": "测绘工程",
"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": "青岛科技大学",
"major": "化学工程与工艺",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国石油大学(华东)",
"major": "化学工程与工艺",
"score": 86
},
{
"name": "烟台大学",
"major": "化学",
"score": 84
},
{
"name": "山东大学",
"major": "化学工程与工艺",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"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": "曲阜师范大学",
"major": "数学与应用数学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东师范大学",
"major": "数学与应用数学",
"score": 85
},
{
"name": "鲁东大学",
"major": "数学与应用数学",
"score": 84
},
{
"name": "山东大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"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": "山东理工大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "济南大学",
"major": "机械工程",
"score": 84
},
{
"name": "青岛理工大学",
"major": "机械工程",
"score": 83
},
{
"name": "山东大学",
"major": "机械设计制造及其自动化",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "艺体类"
},
{
"name": "山东财经大学",
"major": "金融学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青岛大学",
"major": "经济学",
"score": 85
},
{
"name": "济南大学",
"major": "经济学",
"score": 84
},
{
"name": "山东大学",
"major": "金融学",
"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
}
]
},
{
"range": [
490,
520
],
"note": "本科中高段(一本临界/二本上位)",
"recommendations": [
{
"name": "济南大学",
"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": "齐鲁工业大学",
"major": "计算机科学与技术",
"score": 84
},
{
"name": "中国海洋大学",
"major": "海洋技术",
"score": 83
},
{
"name": "山东大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "齐鲁工业大学",
"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": "济南大学",
"major": "土木工程",
"score": 83
},
{
"name": "青岛大学",
"major": "口腔医学",
"score": 82
},
{
"name": "山东大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "山东财经大学",
"major": "经济学",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青岛大学",
"major": "经济学",
"score": 85
},
{
"name": "山东师范大学",
"major": "英语",
"score": 84
},
{
"name": "山东大学",
"major": "经济学",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "山东建筑大学",
"major": "土木工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "济南大学",
"major": "自动化",
"score": 86
},
{
"name": "齐鲁工业大学",
"major": "电子信息工程",
"score": 84
},
{
"name": "山东大学",
"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": "青岛理工大学",
"major": "建筑环境与能源应用工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东财经大学",
"major": "会计学",
"score": 86
},
{
"name": "山东科技大学",
"major": "测绘工程",
"score": 84
},
{
"name": "山东大学",
"major": "建筑环境与能源应用工程",
"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": "烟台大学",
"major": "知识产权",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东大学",
"major": "法学",
"score": 85
},
{
"name": "青岛大学",
"major": "法学",
"score": 84
},
{
"name": "中国海洋大学",
"major": "知识产权",
"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": null
},
{
"name": "山东中医药大学",
"major": "针灸推拿学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东大学",
"major": "临床医学",
"score": 85
},
{
"name": "青岛大学",
"major": "临床医学",
"score": 84
},
{
"name": "中国海洋大学",
"major": "针灸推拿学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"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": "医学类特色"
}
]
},
{
"range": [
470,
489
],
"note": "本科中段",
"recommendations": [
{
"name": "山东农业大学",
"major": "动物科学",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东师范大学",
"major": "生物科学",
"score": 84
},
{
"name": "青岛农业大学",
"major": "动物科学",
"score": 83
},
{
"name": "山东大学",
"major": "动物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "青岛农业大学",
"major": "园林",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东农业大学",
"major": "园艺",
"score": 84
},
{
"name": "济南大学",
"major": "环境工程",
"score": 83
},
{
"name": "山东大学",
"major": "园林",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"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": "农林院校特色类"
},
{
"name": "山东科技大学",
"major": "采矿工程",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东理工大学",
"major": "采矿工程",
"score": 84
},
{
"name": "济南大学",
"major": "土木工程",
"score": 83
},
{
"name": "山东大学",
"major": "采矿工程",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"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": "鲁东大学",
"major": "物理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东师范大学",
"major": "物理学",
"score": 84
},
{
"name": "曲阜师范大学",
"major": "物理学",
"score": 83
},
{
"name": "山东大学",
"major": "物理学",
"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"
],
"note": "首选物理,再选化学"
},
"program_type": null
},
{
"name": "聊城大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东师范大学",
"major": "汉语言文学",
"score": 84
},
{
"name": "曲阜师范大学",
"major": "汉语言文学",
"score": 83
},
{
"name": "山东大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"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": "临沂大学",
"major": "小学教育",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东师范大学",
"major": "教育学",
"score": 84
},
{
"name": "曲阜师范大学",
"major": "教育学",
"score": 83
},
{
"name": "山东大学",
"major": "小学教育",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "济宁医学院",
"major": "临床医学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东大学",
"major": "临床医学",
"score": 85
},
{
"name": "青岛大学",
"major": "临床医学",
"score": 84
},
{
"name": "中国海洋大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"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"
}
]
},
{
"range": [
441,
469
],
"note": "本科临界段(围绕 2025 一段线 441",
"recommendations": [
{
"name": "山东师范大学",
"major": "教育学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "曲阜师范大学",
"major": "教育学",
"score": 82
},
{
"name": "烟台大学",
"major": "知识产权",
"score": 81
},
{
"name": "山东大学",
"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": "济南大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "齐鲁工业大学",
"major": "食品科学与工程",
"score": 81
},
{
"name": "山东理工大学",
"major": "机械电子工程",
"score": 80
},
{
"name": "山东大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "青岛大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "山东财经大学",
"major": "会计学",
"score": 84
},
{
"name": "青岛理工大学",
"major": "工程管理",
"score": 83
},
{
"name": "山东大学",
"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": "山东农业大学",
"major": "农学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "鲁东大学",
"major": "物理学",
"score": 86
},
{
"name": "山东大学",
"major": "软件工程",
"score": 84
},
{
"name": "中国海洋大学",
"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": "青岛农业大学",
"major": "园林",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "中国海洋大学",
"major": "海洋技术",
"score": 86
},
{
"name": "青岛大学",
"major": "口腔医学",
"score": 84
},
{
"name": "山东大学",
"major": "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"
},
{
"name": "齐鲁工业大学",
"major": "食品科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "济南大学",
"major": "食品科学与工程",
"score": 80
},
{
"name": "山东理工大学",
"major": "食品科学与工程",
"score": 79
},
{
"name": "山东大学",
"major": "食品科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "山东理工大学",
"major": "车辆工程",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "济南大学",
"major": "机械工程",
"score": 82
},
{
"name": "青岛理工大学",
"major": "车辆工程",
"score": 81
},
{
"name": "山东大学",
"major": "车辆工程",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"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
}
]
},
{
"range": [
391,
440
],
"note": "3+2 资格段(围绕 2025 资格线 391",
"recommendations": [
{
"name": "齐鲁工业大学",
"major": "食品科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "济南大学",
"major": "工商管理",
"score": 80
},
{
"name": "山东师范大学",
"major": "英语",
"score": 79
},
{
"name": "山东大学",
"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": null
},
{
"name": "山东师范大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "聊城大学",
"major": "汉语言文学",
"score": 80
},
{
"name": "济南大学",
"major": "自动化",
"score": 79
},
{
"name": "山东大学",
"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": "济南大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "齐鲁工业大学",
"major": "会计学",
"score": 79
},
{
"name": "齐鲁工业大学",
"major": "电子信息工程",
"score": 78
},
{
"name": "山东大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "济宁医学院",
"major": "临床医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东财经大学",
"major": "会计学",
"score": 86
},
{
"name": "山东科技大学",
"major": "测绘工程",
"score": 84
},
{
"name": "山东大学",
"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": "医学类特色"
},
{
"name": "聊城大学",
"major": "思想政治教育",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "烟台大学",
"major": "知识产权",
"score": 86
},
{
"name": "山东理工大学",
"major": "机械电子工程",
"score": 84
},
{
"name": "山东大学",
"major": "思想政治教育",
"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": "山东中医药大学",
"major": "中药学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东大学",
"major": "药学",
"score": 82
},
{
"name": "青岛大学",
"major": "药学",
"score": 81
},
{
"name": "中国海洋大学",
"major": "中药学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"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": "潍坊医学院",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东大学",
"major": "临床医学",
"score": 83
},
{
"name": "青岛大学",
"major": "临床医学",
"score": 82
},
{
"name": "中国海洋大学",
"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"
}
]
},
{
"range": [
286,
390
],
"note": "艺术/体育本科文化控制线附近",
"recommendations": [
{
"name": "齐鲁工业大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "山东财经大学",
"major": "工商管理",
"score": 78
},
{
"name": "青岛理工大学",
"major": "工程管理",
"score": 77
},
{
"name": "山东大学",
"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": "济南大学",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "山东师范大学",
"major": "生物科学",
"score": 78
},
{
"name": "鲁东大学",
"major": "物理学",
"score": 77
},
{
"name": "山东大学",
"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": "山东财经大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "齐鲁工业大学",
"major": "工商管理",
"score": 77
},
{
"name": "山东大学",
"major": "软件工程",
"score": 76
},
{
"name": "中国海洋大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"仓内样例"
],
"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": "齐鲁工业大学",
"major": "软件工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "中国海洋大学",
"major": "海洋技术",
"score": 86
},
{
"name": "青岛大学",
"major": "口腔医学",
"score": 84
},
{
"name": "山东大学",
"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": "济南大学",
"major": "网络工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东师范大学",
"major": "英语",
"score": 86
},
{
"name": "齐鲁工业大学",
"major": "电子信息工程",
"score": 84
},
{
"name": "山东大学",
"major": "网络工程",
"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": "山东艺术学院",
"major": "音乐学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东师范大学",
"major": "音乐学",
"score": 80
},
{
"name": "曲阜师范大学",
"major": "音乐学",
"score": 79
},
{
"name": "山东大学",
"major": "音乐学",
"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,艺体类无强制再选"
},
"program_type": "艺体类"
},
{
"name": "山东体育学院",
"major": "体育教育",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山东师范大学",
"major": "体育教育",
"score": 80
},
{
"name": "曲阜师范大学",
"major": "体育教育",
"score": 79
},
{
"name": "山东大学",
"major": "体育教育",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"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"
}
]
},
{
"range": [
150,
285
],
"note": "普通类二段/专科主段(围绕 2025 二段线 150",
"recommendations": [
{
"name": "齐鲁工业大学",
"major": "动画",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "济南大学",
"major": "食品科学与工程",
"score": 76
},
{
"name": "山东财经大学",
"major": "会计学",
"score": 75
},
{
"name": "山东大学",
"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": "济南大学",
"major": "食品科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "齐鲁工业大学",
"major": "食品科学与工程",
"score": 76
},
{
"name": "山东科技大学",
"major": "测绘工程",
"score": 75
},
{
"name": "山东大学",
"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": null
},
{
"name": "山东师范大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "山东财经大学",
"major": "经济学",
"score": 75
},
{
"name": "烟台大学",
"major": "知识产权",
"score": 74
},
{
"name": "山东大学",
"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": "师范教育类"
},
{
"name": "山东财经大学",
"major": "财政学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "山东理工大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "青岛理工大学",
"major": "工程管理",
"score": 84
},
{
"name": "山东大学",
"major": "财政学",
"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": "临沂大学",
"major": "英语",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "鲁东大学",
"major": "物理学",
"score": 86
},
{
"name": "山东大学",
"major": "软件工程",
"score": 84
},
{
"name": "中国海洋大学",
"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": "国际涉外导向"
},
{
"name": "山东商业职业技术学院",
"major": "会计",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "济南职业学院",
"major": "会计",
"score": 78
},
{
"name": "青岛职业技术学院",
"major": "会计",
"score": 77
},
{
"name": "山东大学",
"major": "会计",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"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": "青岛职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "济南职业学院",
"major": "机电一体化技术",
"score": 78
},
{
"name": "山东劳动职业技术学院",
"major": "机电一体化技术",
"score": 77
},
{
"name": "山东大学",
"major": "机电一体化技术",
"frequency": 1,
"platforms": [
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