交叉验证
#10
*
***
学历-经验时间线
gap_years
1
timeline_ok
是
graduation_year
2010
years_experience
15
estimated_work_start
2011
expected_graduation_start
2032
技能-项目一致性
得分
52
声称技能 (25)
C
C++
Python
C#
Qt
Matlab
DirectShow
Protel DXP
Windows
Linux
VS
gcc
cmake
git
xilinx
rk3588
SOC
PL
PS
i2c
can
d-bus
RTSP
RTMP
ONVIF
项目中验证 (14)
SOC
网络通讯
IM服务器
目标检测
Windows
深度学习
RTSP
流媒体服务器
音视频采集处理
视觉测量
C
精密运动控制
Linux
三维重建
仅在摘要中 (7)
C
SOC
PL
PS
RTSP
图像算法
机器视觉
无证据 (15)
C++
Python
C#
Qt
Matlab
DirectShow
Protel DXP
Windows
Linux
VS
gcc
cmake
git
xilinx
rk3588
矛盾/可疑信号
skill_project_gap
high
25/40 个声称技能在项目和摘要中均无体现: ['C++', 'Python', 'C#', 'Qt', 'Matlab', 'DirectShow', 'Protel DXP', 'Windows']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2010年，经验15.0年，推算开始工作年份与预期毕业年份偏差1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": 10,
"mysql_resume_id": 35,
"screening_id": 10,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Python",
"C#",
"Qt",
"Matlab",
"DirectShow",
"Protel DXP",
"Windows",
"Linux",
"VS",
"gcc",
"cmake",
"git",
"xilinx",
"rk3588",
"SOC",
"PL",
"PS",
"i2c",
"can",
"d-bus",
"RTSP",
"RTMP",
"ONVIF"
],
"consistency_score": 52,
"skills_in_summary_only": [
"C",
"SOC",
"PL",
"PS",
"RTSP",
"图像算法",
"机器视觉"
],
"skills_without_evidence": [
"C++",
"Python",
"C#",
"Qt",
"Matlab",
"DirectShow",
"Protel DXP",
"Windows",
"Linux",
"VS",
"gcc",
"cmake",
"git",
"xilinx",
"rk3588"
],
"skills_verified_in_projects": [
"SOC",
"网络通讯",
"IM服务器",
"目标检测",
"Windows",
"深度学习",
"RTSP",
"流媒体服务器",
"音视频采集处理",
"视觉测量",
"C",
"精密运动控制",
"Linux",
"三维重建"
]
},
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2010,
"years_experience": 15,
"estimated_work_start": 2011,
"expected_graduation_start": 2032
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 52,
"flags": [
{
"type": "skill_project_gap",
"detail": "25\/40 个声称技能在项目和摘要中均无体现: ['C++', 'Python', 'C#', 'Qt', 'Matlab', 'DirectShow', 'Protel DXP', 'Windows']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2010年，经验15.0年，推算开始工作年份与预期毕业年份偏差1年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:10.000000Z",
"resume": {
"id": 35,
"resource_id": 35,
"source_text_sha256": "098cbc32626db5257649e220bdc2da3ef7d9e1ce9e6f188f1359067a3d12860d",
"target_role": "C++",
"candidate_name": "***",
"age": null,
"phone": "***",
"email": "***",
"wechat": "",
"location": "江苏省-苏州",
"highest_degree": "硕士",
"school": "苏州大学",
"major": "计算机科学与技术",
"graduation_year": 2010,
"years_experience": 15,
"current_company": "飞依诺科技股份有限公司",
"current_title": "算法及嵌入式设计高工",
"skills_json": [
"C",
"C++",
"Python",
"C#",
"Qt",
"Matlab",
"DirectShow",
"Protel DXP",
"Windows",
"Linux",
"VS",
"gcc",
"cmake",
"git",
"xilinx",
"rk3588",
"SOC",
"PL",
"PS",
"i2c",
"can",
"d-bus",
"RTSP",
"RTMP",
"ONVIF",
"Postman",
"嵌入式开发",
"图像算法",
"机器学习",
"深度学习",
"语义分割",
"目标检测",
"三维重建",
"音视频采集处理",
"流媒体服务器",
"IM服务器",
"机器视觉",
"精密运动控制",
"视觉测量",
"网络通讯"
],
"summary": "候选人硕士毕业于苏州大学计算机科学与技术专业，本科为南通大学电子信息工程专业。2010年起从事研发相关工作，经历飞依诺科技、中科麦迪人工智能研究院\/苏州麦迪斯顿、苏州天准科技、苏州福川科技。主要涉及医疗内窥镜图像算法链路、SOC框架、PL\/PS通信、医学影像分割与三维重建、RTSP流媒体服务器、音视频采集处理、机器视觉测量、工业多媒体设备通信与人机交互等方向。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/687fc0d7455806aa_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/687fc0d7455806aa_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T05:42:28.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 10,
"mysql_resume_id": 35,
"candidate_name": "***",
"age": null,
"highest_degree": "硕士",
"school": "苏州大学",
"years_experience": 15,
"location": "江苏省-苏州",
"current_company": "飞依诺科技股份有限公司",
"skills": [
"C",
"C++",
"Python",
"C#",
"Qt",
"Matlab",
"DirectShow",
"Protel DXP",
"Windows",
"Linux",
"VS",
"gcc",
"cmake",
"git",
"xilinx",
"rk3588",
"SOC",
"PL",
"PS",
"i2c",
"can",
"d-bus",
"RTSP",
"RTMP",
"ONVIF"
],
"parse_quality_score": 90,
"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": "硕士",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际15.0年",
"matched": true,
"evidence": "15.0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(2\/5): linux, 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, 视频",
"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": "pass",
"redline_single_day_off": "pending_interview",
"match_score": 80,
"hard_all_pass": true,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "25\/40 个声称技能在项目和摘要中均无体现: ['C++', 'Python', 'C#', 'Qt', 'Matlab', 'DirectShow', 'Protel DXP', 'Windows']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2010年，经验15.0年，推算开始工作年份与预期毕业年份偏差1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": 1,
"timeline_ok": true,
"graduation_year": 2010,
"years_experience": 15,
"estimated_work_start": 2011,
"expected_graduation_start": 2032
},
"overall_consistency": 52,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Python",
"C#",
"Qt",
"Matlab",
"DirectShow",
"Protel DXP",
"Windows",
"Linux",
"VS",
"gcc",
"cmake",
"git",
"xilinx",
"rk3588",
"SOC",
"PL",
"PS",
"i2c",
"can",
"d-bus",
"RTSP",
"RTMP",
"ONVIF"
],
"consistency_score": 52,
"skills_in_summary_only": [
"C",
"SOC",
"PL",
"PS",
"RTSP",
"图像算法",
"机器视觉"
],
"skills_without_evidence": [
"C++",
"Python",
"C#",
"Qt",
"Matlab",
"DirectShow",
"Protel DXP",
"Windows",
"Linux",
"VS",
"gcc",
"cmake",
"git",
"xilinx",
"rk3588"
],
"skills_verified_in_projects": [
"SOC",
"网络通讯",
"IM服务器",
"目标检测",
"Windows",
"深度学习",
"RTSP",
"流媒体服务器",
"音视频采集处理",
"视觉测量",
"C",
"精密运动控制",
"Linux",
"三维重建"
]
}
},
"screening_verdict": "pass",
"screening_summary": "硬性条件全部通过，匹配度80%，加分项1\/3，建议周总审核进入技术面",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:10.000000Z",
"updated_at": "2026-06-29T10:42:42.000000Z",
"overall_score": "{\"composite\": 82.4, \"stability\": 80, \"pace_match\": 75, \"tech_power\": 100, \"salary_match\": 67, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度67\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "strong_approve",
"score_breakdown": "{\"stability\": {\"score\": 80, \"weight\": 0.25, \"rationale\": \"基于15.0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\": 75, \"weight\": 0.2, \"rationale\": \"地点: 苏州✅ + 普通 + 15.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 100, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 15.0年\", \"Linux: 通过\", \"加分: 1\/3\", \"交叉验证一致性: 52%\"], \"rationale\": \"硬性条件匹配 + 经验15.0年 + 14个项目 + 一致性52%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 67, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据15.0年经验+学校+公司+城市推断\", \"confidence\": \"low\"}, \"communication\": {\"score\": 80, \"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\"}}"
}
}