交叉验证
#15
李
李晓军
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
years_experience
19
estimated_work_start
2007
expected_graduation_start
技能-项目一致性
得分
57
声称技能 (25)
C++
C#
C
WPF
WinForm
QT
VTK
ITK
Python
pytest
pywinauto
rpyc
SylixOS
Linux
Android
VxWorks
实时Linux
CMake
Shell
Docker
Fast DDS
DDS
WebSocket
MQTT
HTTP
项目中验证 (15)
Shell
PLC
QT
MVVM
Fast DDS
CAN总线
VTK
ITK
rpyc
DICOM
Docker
CMake
C
Linux
DDS
仅在摘要中 (8)
C++
C#
C
WPF
QT
SylixOS
Linux
DICOM
无证据 (15)
WinForm
VTK
ITK
Python
pytest
pywinauto
Android
VxWorks
实时Linux
CMake
Shell
Docker
Fast DDS
DDS
WebSocket
矛盾/可疑信号
skill_project_gap
high
31/40 个声称技能在项目和摘要中均无体现: ['WinForm', 'VTK', 'ITK', 'Python', 'pytest', 'pywinauto', 'Android', 'VxWorks']
建议：面试时验证这些技能的真实性
完整原始数据
{
"id": 15,
"mysql_resume_id": 65,
"screening_id": 15,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"C#",
"C",
"WPF",
"WinForm",
"QT",
"VTK",
"ITK",
"Python",
"pytest",
"pywinauto",
"rpyc",
"SylixOS",
"Linux",
"Android",
"VxWorks",
"实时Linux",
"CMake",
"Shell",
"Docker",
"Fast DDS",
"DDS",
"WebSocket",
"MQTT",
"HTTP"
],
"consistency_score": 57,
"skills_in_summary_only": [
"C++",
"C#",
"C",
"WPF",
"QT",
"SylixOS",
"Linux",
"DICOM"
],
"skills_without_evidence": [
"WinForm",
"VTK",
"ITK",
"Python",
"pytest",
"pywinauto",
"Android",
"VxWorks",
"实时Linux",
"CMake",
"Shell",
"Docker",
"Fast DDS",
"DDS",
"WebSocket"
],
"skills_verified_in_projects": [
"Shell",
"PLC",
"QT",
"MVVM",
"Fast DDS",
"CAN总线",
"VTK",
"ITK",
"rpyc",
"DICOM",
"Docker",
"CMake",
"C",
"Linux",
"DDS"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": null,
"years_experience": 19,
"estimated_work_start": 2007,
"expected_graduation_start": null
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 57,
"flags": [
{
"type": "skill_project_gap",
"detail": "31\/40 个声称技能在项目和摘要中均无体现: ['WinForm', 'VTK', 'ITK', 'Python', 'pytest', 'pywinauto', 'Android', 'VxWorks']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
}
],
"created_at": "2026-06-29T10:06:13.000000Z",
"resume": {
"id": 65,
"resource_id": 65,
"source_text_sha256": "9d67f3232e14ba2fba6f86ae78607e5fafad69d1438f8a41bd79cff75124b617",
"target_role": "C++",
"candidate_name": "李晓军",
"age": 42,
"phone": "18637190118",
"email": "18637190118@wo.cn",
"wechat": "",
"location": "上海奉贤",
"highest_degree": "硕士",
"school": "浙江大学",
"major": "",
"graduation_year": null,
"years_experience": 19,
"current_company": "伯太自动化技术(上海)有限公司",
"current_title": "软件工程师",
"skills_json": [
"C++",
"C#",
"C",
"WPF",
"WinForm",
"QT",
"VTK",
"ITK",
"Python",
"pytest",
"pywinauto",
"rpyc",
"SylixOS",
"Linux",
"Android",
"VxWorks",
"实时Linux",
"CMake",
"Shell",
"Docker",
"Fast DDS",
"DDS",
"WebSocket",
"MQTT",
"HTTP",
"CAN总线",
"DICOM",
"OpenCV",
"Boost",
"x264",
"H.264",
"Cuda",
"PLC",
"MVVM",
"多线程",
"内存数据库",
"Hadoop",
"Microcode",
"IEC 62304",
"InstallShield"
],
"summary": "李晓军，男，居住地上海奉贤，2007年起从事软件研发、系统架构、嵌入式与医疗设备软件相关工作。近期任伯太自动化技术(上海)有限公司软件工程师，负责基于SylixOS的Grani数控系统软件开发。曾任上海睿钰生物科技软件经理、上海优必选智慧健康资深系统工程师、波科医疗高级软件工程师等，涉及WPF\/C#、C++、QT、Linux、机器人传感器、DICOM、自动化测试、医疗设备软件流程等。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/690df3e6c0591104_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/690df3e6c0591104_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:27:20.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 15,
"mysql_resume_id": 65,
"candidate_name": "李晓军",
"age": 42,
"highest_degree": "硕士",
"school": "浙江大学",
"years_experience": 19,
"location": "上海奉贤",
"current_company": "伯太自动化技术(上海)有限公司",
"skills": [
"C++",
"C#",
"C",
"WPF",
"WinForm",
"QT",
"VTK",
"ITK",
"Python",
"pytest",
"pywinauto",
"rpyc",
"SylixOS",
"Linux",
"Android",
"VxWorks",
"实时Linux",
"CMake",
"Shell",
"Docker",
"Fast DDS",
"DDS",
"WebSocket",
"MQTT",
"HTTP"
],
"parse_quality_score": 100,
"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19.0年",
"matched": true,
"evidence": "19.0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": true,
"evidence": "命中: 嵌入式",
"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: opencv",
"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": "risk",
"redline_single_day_off": "pending_interview",
"match_score": 90,
"hard_all_pass": true,
"bonus_hit_count": 2,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "31\/40 个声称技能在项目和摘要中均无体现: ['WinForm', 'VTK', 'ITK', 'Python', 'pytest', 'pywinauto', 'Android', 'VxWorks']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": null,
"years_experience": 19,
"estimated_work_start": 2007,
"expected_graduation_start": null
},
"overall_consistency": 57,
"skill_contradictions": [],
"field_completeness_pct": 100,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"C#",
"C",
"WPF",
"WinForm",
"QT",
"VTK",
"ITK",
"Python",
"pytest",
"pywinauto",
"rpyc",
"SylixOS",
"Linux",
"Android",
"VxWorks",
"实时Linux",
"CMake",
"Shell",
"Docker",
"Fast DDS",
"DDS",
"WebSocket",
"MQTT",
"HTTP"
],
"consistency_score": 57,
"skills_in_summary_only": [
"C++",
"C#",
"C",
"WPF",
"QT",
"SylixOS",
"Linux",
"DICOM"
],
"skills_without_evidence": [
"WinForm",
"VTK",
"ITK",
"Python",
"pytest",
"pywinauto",
"Android",
"VxWorks",
"实时Linux",
"CMake",
"Shell",
"Docker",
"Fast DDS",
"DDS",
"WebSocket"
],
"skills_verified_in_projects": [
"Shell",
"PLC",
"QT",
"MVVM",
"Fast DDS",
"CAN总线",
"VTK",
"ITK",
"rpyc",
"DICOM",
"Docker",
"CMake",
"C",
"Linux",
"DDS"
]
}
},
"screening_verdict": "pass",
"screening_summary": "硬性条件全部通过，匹配度90%，加分项2\/3，建议周总审核进入技术面",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:13.000000Z",
"updated_at": "2026-06-29T10:42:45.000000Z",
"overall_score": "{\"composite\": 78.0, \"stability\": 88, \"pace_match\": 48, \"tech_power\": 100, \"salary_match\": 62, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"pace_mismatch\", \"detail\": \"节奏匹配度低(评分48\/100)\", \"severity\": \"high\"}, {\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度62\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 88, \"weight\": 0.25, \"rationale\": \"基于19.0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\": 48, \"weight\": 0.2, \"rationale\": \"地点: 上海奉贤 + 普通 + 19.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 100, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 19.0年\", \"Linux: 通过\", \"加分: 2\/3\", \"交叉验证一致性: 57%\"], \"rationale\": \"硬性条件匹配 + 经验19.0年 + 15个项目 + 一致性57%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 62, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据19.0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\"}}"
}
}