{
  "province": "省份",
  "classify": "综合 | 物理 | 历史 | 文科 | 理科",
  "subjects": "物理,化学,生物",
  "score": 0,
  "batch": "本科批",
  "rank": null,
  "gradeType": null,
  "interests": "考生原话，勿概括改写",
  "family_situation": "考生原话，勿概括改写",
  "career_direction": "考生原话，勿概括改写",
  "subject_scores": {
    "语文": 0,
    "数学": 0,
    "英语": 0
  },
  "preferred_cities": ["北京", "上海"],
  "preferred_provinces": ["北京", "上海"],
  "preferred_universities": ["考生明确提到的校名"],
  "preferred_tags": ["仅录考生亲口说过的层次，如985"],
  "preferred_major_classes": ["仅录考生明确提到的专业方向，勿从兴趣推断"],
  "notes": "考生原话：禁忌、特殊诉求等不适合归入上述字段的内容"
}