交叉验证
#62
联
联系
学历-经验时间线
gap_years
4
timeline_ok
否
graduation_year
2024
years_experience
6
estimated_work_start
2020
expected_graduation_start
2046
技能-项目一致性
得分
43
声称技能 (25)
C
C++
Rust
Qt
OpenCV
ROS
MySQL
工厂模式
单例模式
观察者模式
UML
Linux 多线程
socket
GDB
Makefile
CMake
STM32
Cortex-M4
原理图阅读
时序图阅读
Linux 命令
Git
SVN
Shell
Keil
项目中验证 (1)
Qt
仅在摘要中 (10)
C
C++
Rust
Qt
OpenCV
ROS
MySQL
socket
GDB
Makefile
无证据 (15)
工厂模式
单例模式
观察者模式
UML
Linux 多线程
Cortex-M4
原理图阅读
时序图阅读
Linux 命令
Git
SVN
Shell
Keil
Postman
QT Creator
矛盾/可疑信号
skill_project_gap
high
18/30 个声称技能在项目和摘要中均无体现: ['工厂模式', '单例模式', '观察者模式', 'UML', 'Linux 多线程', 'Cortex-M4', '原理图阅读', '时序图阅读']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2024年，经验6.0年，推算开始工作年份与预期毕业年份偏差4年
建议：核实是否有中断、转行或教育经历不完整
完整原始数据
{
"id": 62,
"mysql_resume_id": 38,
"screening_id": 62,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Rust",
"Qt",
"OpenCV",
"ROS",
"MySQL",
"工厂模式",
"单例模式",
"观察者模式",
"UML",
"Linux 多线程",
"socket",
"GDB",
"Makefile",
"CMake",
"STM32",
"Cortex-M4",
"原理图阅读",
"时序图阅读",
"Linux 命令",
"Git",
"SVN",
"Shell",
"Keil"
],
"consistency_score": 43,
"skills_in_summary_only": [
"C",
"C++",
"Rust",
"Qt",
"OpenCV",
"ROS",
"MySQL",
"socket",
"GDB",
"Makefile"
],
"skills_without_evidence": [
"工厂模式",
"单例模式",
"观察者模式",
"UML",
"Linux 多线程",
"Cortex-M4",
"原理图阅读",
"时序图阅读",
"Linux 命令",
"Git",
"SVN",
"Shell",
"Keil",
"Postman",
"QT Creator"
],
"skills_verified_in_projects": [
"Qt"
]
},
"education_timeline": {
"gap_years": 4,
"timeline_ok": false,
"graduation_year": 2024,
"years_experience": 6,
"estimated_work_start": 2020,
"expected_graduation_start": 2046
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 28,
"flags": [
{
"type": "skill_project_gap",
"detail": "18\/30 个声称技能在项目和摘要中均无体现: ['工厂模式', '单例模式', '观察者模式', 'UML', 'Linux 多线程', 'Cortex-M4', '原理图阅读', '时序图阅读']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2024年，经验6.0年，推算开始工作年份与预期毕业年份偏差4年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:39.000000Z",
"resume": {
"id": 38,
"resource_id": 38,
"source_text_sha256": "3355501fdfca62986e0217069d7482f61e586589ae30829073b761d6e8dd39e4",
"target_role": "C++",
"candidate_name": "联系",
"age": null,
"phone": "130-6373-7819",
"email": "13063737819@163.com",
"wechat": "",
"location": "",
"highest_degree": "本科",
"school": "陕西科技大学",
"major": "",
"graduation_year": 2024,
"years_experience": 6,
"current_company": "",
"current_title": "软件工程师 cW",
"skills_json": [
"C",
"C++",
"Rust",
"Qt",
"OpenCV",
"ROS",
"MySQL",
"工厂模式",
"单例模式",
"观察者模式",
"UML",
"Linux 多线程",
"socket",
"GDB",
"Makefile",
"CMake",
"STM32",
"Cortex-M4",
"原理图阅读",
"时序图阅读",
"Linux 命令",
"Git",
"SVN",
"Shell",
"Keil",
"Postman",
"QT Creator",
"MSVC",
"OpenSSL",
"QDebug"
],
"summary": "候选人2020.09至2024.06就读于陕西科技大学，学历为学士。熟悉C\/C++、Qt、Linux多线程、socket、GDB、Makefile、CMake、STM32及常用开发工具，了解Rust、OpenCV、ROS、MySQL。项目经历包括QtPrintFlow，基于Qt框架开发印流智排软件系统，实现用户管理、主界面、文档编辑与智能排版、图像处理及AI集成模块。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/faf0802b3f18cbc3_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/faf0802b3f18cbc3_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T05:45:50.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 62,
"mysql_resume_id": 38,
"candidate_name": "联系",
"age": null,
"highest_degree": "本科",
"school": "陕西科技大学",
"years_experience": 6,
"location": "",
"current_company": "",
"skills": [
"C",
"C++",
"Rust",
"Qt",
"OpenCV",
"ROS",
"MySQL",
"工厂模式",
"单例模式",
"观察者模式",
"UML",
"Linux 多线程",
"socket",
"GDB",
"Makefile",
"CMake",
"STM32",
"Cortex-M4",
"原理图阅读",
"时序图阅读",
"Linux 命令",
"Git",
"SVN",
"Shell",
"Keil"
],
"parse_quality_score": 80,
"parser_version": "resume-parser-v1.1+codex",
"llm_enhanced": true,
"check_education": {
"label": "学历",
"detail": "学历要求≥本科",
"matched": true,
"evidence": "本科",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际6.0年",
"matched": true,
"evidence": "6.0年",
"severity": "must"
},
"check_core_skill_linux": {
"label": "核心技能",
"detail": "核心技能：精通Linux开发环境",
"matched": true,
"evidence": "命中关键词(4\/5): linux, gdb, makefile, cmake",
"severity": "must"
},
"bonus_arm": {
"label": "加分项",
"detail": "加分项：ARM架构经验",
"matched": false,
"evidence": "未命中",
"severity": "bonus"
},
"bonus_image": {
"label": "加分项",
"detail": "加分项：图像处理\/计算机视觉",
"matched": true,
"evidence": "命中: 图像处理, opencv, 图像",
"severity": "bonus"
},
"bonus_driver": {
"label": "加分项",
"detail": "加分项：驱动开发经验",
"matched": false,
"evidence": "未命中",
"severity": "bonus"
},
"redline_education": "pass",
"redline_experience": "pass",
"redline_linux": "pass",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 60,
"hard_all_pass": true,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "18\/30 个声称技能在项目和摘要中均无体现: ['工厂模式', '单例模式', '观察者模式', 'UML', 'Linux 多线程', 'Cortex-M4', '原理图阅读', '时序图阅读']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2024年，经验6.0年，推算开始工作年份与预期毕业年份偏差4年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 4,
"timeline_ok": false,
"graduation_year": 2024,
"years_experience": 6,
"estimated_work_start": 2020,
"expected_graduation_start": 2046
},
"overall_consistency": 28,
"skill_contradictions": [],
"field_completeness_pct": 80,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Rust",
"Qt",
"OpenCV",
"ROS",
"MySQL",
"工厂模式",
"单例模式",
"观察者模式",
"UML",
"Linux 多线程",
"socket",
"GDB",
"Makefile",
"CMake",
"STM32",
"Cortex-M4",
"原理图阅读",
"时序图阅读",
"Linux 命令",
"Git",
"SVN",
"Shell",
"Keil"
],
"consistency_score": 43,
"skills_in_summary_only": [
"C",
"C++",
"Rust",
"Qt",
"OpenCV",
"ROS",
"MySQL",
"socket",
"GDB",
"Makefile"
],
"skills_without_evidence": [
"工厂模式",
"单例模式",
"观察者模式",
"UML",
"Linux 多线程",
"Cortex-M4",
"原理图阅读",
"时序图阅读",
"Linux 命令",
"Git",
"SVN",
"Shell",
"Keil",
"Postman",
"QT Creator"
],
"skills_verified_in_projects": [
"Qt"
]
}
},
"screening_verdict": "pending",
"screening_summary": "硬性条件通过但匹配度偏低(60%)，需人工判断",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:38.000000Z",
"updated_at": "2026-06-29T10:43:11.000000Z",
"overall_score": "{\"composite\": 69.7, \"stability\": 57, \"pace_match\": 66, \"tech_power\": 75, \"salary_match\": 80, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"stability_concern\", \"detail\": \"稳定性偏低(评分57\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 57, \"weight\": 0.25, \"rationale\": \"基于6.0年经验 + 公司判断 + 离职信号\", \"confidence\": \"medium\", \"confidence_note\": \"真正稳定性需面试确认职业规划和跳槽原因\"}, \"pace_match\": {\"score\": 66, \"weight\": 0.2, \"rationale\": \"地点: 未知 + 普通 + 6.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 75, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 6.0年\", \"Linux: 通过\", \"加分: 1\/3\", \"交叉验证一致性: 28%\"], \"rationale\": \"硬性条件匹配 + 经验6.0年 + 1个项目 + 一致性28%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 80, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据6.0年经验+学校+公司+城市推断\", \"confidence\": \"low\"}, \"communication\": {\"score\": 75, \"weight\": 0.05, \"rationale\": \"基于简历文本完整度和结构化程度的代理评估，非真实沟通能力\", \"confidence\": \"low\", \"confidence_note\": \"无法从简历评估真实沟通能力，需技术面验证\"}}"
}
}