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gaokao-volunteer-system/data/crowd_db/shandong.json
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feat(crowd_db): Phase A 第二批 - 5省一分一段表接入（2026官方） 
第二批接入省份: 广东/河南/山东/江苏/河北

真实数据来源:
- 广东: gk100.com/高考100 (物理600分位次26988, 历史600分位次3046)
- 河南: 新浪财经/省考试院 (物理600分32622, 历史600分4922, 本科线上452728人)
- 山东: 网易/省考试院 (600分以上30192人, 697分以上56人, 一段线上355637人)
- 江苏: 高考100 (物理600分位次35398, 历史600分位次5533, 本科线上187958人)
- 河北: 教育在线 (物理600分位次约15000, 历史600分位次约2000)

特殊处理:
- 山东不分物理/历史类，历史类 benchmarks 为空，score_line_at_600=0
- 测试兼容: 物理类必须有锚点，历史类允许为空

当前累计接入一分一段表: 7/31 省
- 湖南/黑龙江/广东/河南/山东/江苏/河北

验证: pytest crowd_db 158 passed, 3 skipped
2026-06-25 21:51:55 +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": null
},
{
"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": null
},
{
"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": [
"元宝",
"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": 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": "山东省教育招生考试院",
"url": "https://www.sdzk.cn/",
"kind": "province_official"
}
],
"quality_note": "2026 官方分数线已接入：一段线441，特控线521",
"score_distribution": {
"data_year": 2026,
"source_url": "https://m.163.com/dy/article/L09H0F040514CFC7.html",
"source_type": "official_release",
"last_updated": "2026-06-25",
"subjects": {
"物理": {
"benchmarks": [
{
"score": 697,
"cumulative_count": 56
},
{
"score": 600,
"cumulative_count": 30192
}
],
"score_line_at_600": 30192,
"total_above_bachelor_line": 355637,
"bachelor_score_line": 441
},
"历史": {
"benchmarks": [],
"score_line_at_600": 0,
"total_above_bachelor_line": 0,
"bachelor_score_line": 441
}
}
}
}
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