交叉验证
#87
魏
魏轲
学历-经验时间线
gap_years
2
timeline_ok
是
graduation_year
2021
years_experience
3
estimated_work_start
2023
expected_graduation_start
2043
技能-项目一致性
得分
37
声称技能 (25)
C++11
RAII
移动语义
智能指针
STL
内存管理
多线程并发编程
互斥锁
条件变量
原子操作
线程池设计与实现
Socket编程
MFC
Qt
信号槽机制
自定义控件
QChart
Qt Charts
面向对象设计原则
设计模式
Linux下C++开发环境
SQL
FTP
GUI
模型
项目中验证 (4)
视图结构
模型
GUI
工厂模式
仅在摘要中 (6)
C++11
STL
MFC
Qt
设计模式
SQL
无证据 (15)
RAII
移动语义
智能指针
内存管理
多线程并发编程
互斥锁
条件变量
原子操作
线程池设计与实现
Socket编程
信号槽机制
自定义控件
QChart
Qt Charts
面向对象设计原则
矛盾/可疑信号
skill_project_gap
high
18/27 个声称技能在项目和摘要中均无体现: ['RAII', '移动语义', '智能指针', '内存管理', '多线程并发编程', '互斥锁', '条件变量', '原子操作']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2021年，经验3.0年，推算开始工作年份与预期毕业年份偏差2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": 87,
"mysql_resume_id": 67,
"screening_id": 87,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++11",
"RAII",
"移动语义",
"智能指针",
"STL",
"内存管理",
"多线程并发编程",
"互斥锁",
"条件变量",
"原子操作",
"线程池设计与实现",
"Socket编程",
"MFC",
"Qt",
"信号槽机制",
"自定义控件",
"QChart",
"Qt Charts",
"面向对象设计原则",
"设计模式",
"Linux下C++开发环境",
"SQL",
"FTP",
"GUI",
"模型"
],
"consistency_score": 37,
"skills_in_summary_only": [
"C++11",
"STL",
"MFC",
"Qt",
"设计模式",
"SQL"
],
"skills_without_evidence": [
"RAII",
"移动语义",
"智能指针",
"内存管理",
"多线程并发编程",
"互斥锁",
"条件变量",
"原子操作",
"线程池设计与实现",
"Socket编程",
"信号槽机制",
"自定义控件",
"QChart",
"Qt Charts",
"面向对象设计原则"
],
"skills_verified_in_projects": [
"视图结构",
"模型",
"GUI",
"工厂模式"
]
},
"education_timeline": {
"gap_years": 2,
"timeline_ok": true,
"graduation_year": 2021,
"years_experience": 3,
"estimated_work_start": 2023,
"expected_graduation_start": 2043
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 37,
"flags": [
{
"type": "skill_project_gap",
"detail": "18\/27 个声称技能在项目和摘要中均无体现: ['RAII', '移动语义', '智能指针', '内存管理', '多线程并发编程', '互斥锁', '条件变量', '原子操作']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2021年，经验3.0年，推算开始工作年份与预期毕业年份偏差2年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:52.000000Z",
"resume": {
"id": 67,
"resource_id": 67,
"source_text_sha256": "00022479c8fb73d5a5e0ab1e7e24f5b64f816258d73f0d6a1f5ead5838d013c2",
"target_role": "C++",
"candidate_name": "魏轲",
"age": null,
"phone": "181 1263 4359",
"email": "weofc24@sina.com",
"wechat": "",
"location": "",
"highest_degree": "本科",
"school": "山东科技大学",
"major": "电子信息工程",
"graduation_year": 2021,
"years_experience": 3,
"current_company": "中磊电子(苏州)有限公司",
"current_title": "生产工具开发工程师",
"skills_json": [
"C++11",
"RAII",
"移动语义",
"智能指针",
"STL",
"内存管理",
"多线程并发编程",
"互斥锁",
"条件变量",
"原子操作",
"线程池设计与实现",
"Socket编程",
"MFC",
"Qt",
"信号槽机制",
"自定义控件",
"QChart",
"Qt Charts",
"面向对象设计原则",
"设计模式",
"Linux下C++开发环境",
"SQL",
"FTP",
"GUI",
"模型",
"视图结构",
"工厂模式"
],
"summary": "魏轲，男，出生于2000年，2021年毕业于山东科技大学电子信息工程专业，本科学历。2022年5月至2025年4月在中磊电子(苏州)有限公司担任生产工具开发工程师，负责开发生产工具程序以帮助产线提高生产效率，进行公司产品软硬件功能测试验证，并协助各部门工作需求。技能包括C++11、STL、多线程、Socket、MFC、Qt、设计模式、Linux C++开发环境和SQL等，通过英语六级考试。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/977c3e6a656b2c4c_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/977c3e6a656b2c4c_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:30:04.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 87,
"mysql_resume_id": 67,
"candidate_name": "魏轲",
"age": null,
"highest_degree": "本科",
"school": "山东科技大学",
"years_experience": 3,
"location": "",
"current_company": "中磊电子(苏州)有限公司",
"skills": [
"C++11",
"RAII",
"移动语义",
"智能指针",
"STL",
"内存管理",
"多线程并发编程",
"互斥锁",
"条件变量",
"原子操作",
"线程池设计与实现",
"Socket编程",
"MFC",
"Qt",
"信号槽机制",
"自定义控件",
"QChart",
"Qt Charts",
"面向对象设计原则",
"设计模式",
"Linux下C++开发环境",
"SQL",
"FTP",
"GUI",
"模型"
],
"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3.0年",
"matched": true,
"evidence": "3.0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": false,
"evidence": "命中关键词(1\/5): linux",
"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": false,
"evidence": "未命中",
"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": "weak",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 26,
"hard_all_pass": false,
"bonus_hit_count": 0,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "18\/27 个声称技能在项目和摘要中均无体现: ['RAII', '移动语义', '智能指针', '内存管理', '多线程并发编程', '互斥锁', '条件变量', '原子操作']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2021年，经验3.0年，推算开始工作年份与预期毕业年份偏差2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": 2,
"timeline_ok": true,
"graduation_year": 2021,
"years_experience": 3,
"estimated_work_start": 2023,
"expected_graduation_start": 2043
},
"overall_consistency": 37,
"skill_contradictions": [],
"field_completeness_pct": 80,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++11",
"RAII",
"移动语义",
"智能指针",
"STL",
"内存管理",
"多线程并发编程",
"互斥锁",
"条件变量",
"原子操作",
"线程池设计与实现",
"Socket编程",
"MFC",
"Qt",
"信号槽机制",
"自定义控件",
"QChart",
"Qt Charts",
"面向对象设计原则",
"设计模式",
"Linux下C++开发环境",
"SQL",
"FTP",
"GUI",
"模型"
],
"consistency_score": 37,
"skills_in_summary_only": [
"C++11",
"STL",
"MFC",
"Qt",
"设计模式",
"SQL"
],
"skills_without_evidence": [
"RAII",
"移动语义",
"智能指针",
"内存管理",
"多线程并发编程",
"互斥锁",
"条件变量",
"原子操作",
"线程池设计与实现",
"Socket编程",
"信号槽机制",
"自定义控件",
"QChart",
"Qt Charts",
"面向对象设计原则"
],
"skills_verified_in_projects": [
"视图结构",
"模型",
"GUI",
"工厂模式"
]
}
},
"screening_verdict": "pending",
"screening_summary": "存在硬性条件不满足或边界情况，需周总决策",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:52.000000Z",
"updated_at": "2026-06-29T10:43:20.000000Z",
"overall_score": "{\"composite\": 63.7, \"stability\": 53, \"pace_match\": 66, \"tech_power\": 57, \"salary_match\": 82, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"tech_borderline\", \"detail\": \"技术力偏低(评分57\/100)，建议技术面重点考察\", \"severity\": \"medium\"}, {\"type\": \"stability_concern\", \"detail\": \"稳定性偏低(评分53\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "reject",
"score_breakdown": "{\"stability\": {\"score\": 53, \"weight\": 0.25, \"rationale\": \"基于3.0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 + 3.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 57, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 3.0年\", \"Linux: 弱\", \"加分: 0\/3\", \"交叉验证一致性: 37%\"], \"rationale\": \"硬性条件匹配 + 经验3.0年 + 4个项目 + 一致性37%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 82, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据3.0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\"}}"
}
}