交叉验证
#29
赵
赵女士
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
2018
years_experience
8
estimated_work_start
2018
expected_graduation_start
2040
技能-项目一致性
得分
65
声称技能 (23)
数据结构
网络通信
多线程
多进程
C
C++
Python
NumPy
OpenCV
Linux
adb shell
Visual Studio
Oracle
MySQL
Git
Xshell
图像传感器性能评测
图像质量评估
自动化评测算法
后端开发
需求设计文档
自动化用例
功能自测
项目中验证 (4)
OpenCV
C
NumPy
多线程
仅在摘要中 (10)
网络通信
多进程
C
C++
Python
NumPy
OpenCV
Linux
Git
后端开发
无证据 (11)
数据结构
adb shell
Visual Studio
Oracle
MySQL
Xshell
图像传感器性能评测
图像质量评估
自动化评测算法
需求设计文档
功能自测
矛盾/可疑信号
skill_project_gap
high
11/23 个声称技能在项目和摘要中均无体现: ['数据结构', 'adb shell', 'Visual Studio', 'Oracle', 'MySQL', 'Xshell', '图像传感器性能评测', '图像质量评估']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2018年，经验8.0年，推算开始工作年份与预期毕业年份偏差0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": 29,
"mysql_resume_id": 32,
"screening_id": 29,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"数据结构",
"网络通信",
"多线程",
"多进程",
"C",
"C++",
"Python",
"NumPy",
"OpenCV",
"Linux",
"adb shell",
"Visual Studio",
"Oracle",
"MySQL",
"Git",
"Xshell",
"图像传感器性能评测",
"图像质量评估",
"自动化评测算法",
"后端开发",
"需求设计文档",
"自动化用例",
"功能自测"
],
"consistency_score": 65,
"skills_in_summary_only": [
"网络通信",
"多进程",
"C",
"C++",
"Python",
"NumPy",
"OpenCV",
"Linux",
"Git",
"后端开发"
],
"skills_without_evidence": [
"数据结构",
"adb shell",
"Visual Studio",
"Oracle",
"MySQL",
"Xshell",
"图像传感器性能评测",
"图像质量评估",
"自动化评测算法",
"需求设计文档",
"功能自测"
],
"skills_verified_in_projects": [
"OpenCV",
"C",
"NumPy",
"多线程"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2018,
"years_experience": 8,
"estimated_work_start": 2018,
"expected_graduation_start": 2040
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 65,
"flags": [
{
"type": "skill_project_gap",
"detail": "11\/23 个声称技能在项目和摘要中均无体现: ['数据结构', 'adb shell', 'Visual Studio', 'Oracle', 'MySQL', 'Xshell', '图像传感器性能评测', '图像质量评估']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2018年，经验8.0年，推算开始工作年份与预期毕业年份偏差0年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:22.000000Z",
"resume": {
"id": 32,
"resource_id": 32,
"source_text_sha256": "17b56782b773abd026e1e471072d285ff4bc78d023c57d58e4fbf94e979657c1",
"target_role": "C++",
"candidate_name": "赵女士",
"age": 28,
"phone": "",
"email": "",
"wechat": "",
"location": "苏州",
"highest_degree": "本科",
"school": "河海大学",
"major": "通信工程",
"graduation_year": 2018,
"years_experience": 8,
"current_company": "江苏润和软件技术有限公司",
"current_title": "软件开发工程师",
"skills_json": [
"数据结构",
"网络通信",
"多线程",
"多进程",
"C",
"C++",
"Python",
"NumPy",
"OpenCV",
"Linux",
"adb shell",
"Visual Studio",
"Oracle",
"MySQL",
"Git",
"Xshell",
"图像传感器性能评测",
"图像质量评估",
"自动化评测算法",
"后端开发",
"需求设计文档",
"自动化用例",
"功能自测"
],
"summary": "候选人本科毕业于河海大学通信工程专业，2018年毕业。曾在科大讯飞、软通动力、江苏润和软件技术有限公司等从事算法与引擎研发、后端开发、软件开发工作，经历包含运营商系统需求开发、计费结算功能、自动化用例、图像传感器指标评测、自动化数据采集工具开发及仿真代码维护。技能包括 C\/C++、Python、NumPy、OpenCV、Linux、数据库、Git、网络通信和多线程\/多进程。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/d0bed19ce26002d0_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/d0bed19ce26002d0_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T05:37:52.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 29,
"mysql_resume_id": 32,
"candidate_name": "赵女士",
"age": 28,
"highest_degree": "本科",
"school": "河海大学",
"years_experience": 8,
"location": "苏州",
"current_company": "江苏润和软件技术有限公司",
"skills": [
"数据结构",
"网络通信",
"多线程",
"多进程",
"C",
"C++",
"Python",
"NumPy",
"OpenCV",
"Linux",
"adb shell",
"Visual Studio",
"Oracle",
"MySQL",
"Git",
"Xshell",
"图像传感器性能评测",
"图像质量评估",
"自动化评测算法",
"后端开发",
"需求设计文档",
"自动化用例",
"功能自测"
],
"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": "本科",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际8.0年",
"matched": true,
"evidence": "8.0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": true,
"evidence": "命中: 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": "weak",
"redline_location": "pass",
"redline_single_day_off": "pending_interview",
"match_score": 56,
"hard_all_pass": false,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "11\/23 个声称技能在项目和摘要中均无体现: ['数据结构', 'adb shell', 'Visual Studio', 'Oracle', 'MySQL', 'Xshell', '图像传感器性能评测', '图像质量评估']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2018年，经验8.0年，推算开始工作年份与预期毕业年份偏差0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": 0,
"timeline_ok": true,
"graduation_year": 2018,
"years_experience": 8,
"estimated_work_start": 2018,
"expected_graduation_start": 2040
},
"overall_consistency": 65,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"数据结构",
"网络通信",
"多线程",
"多进程",
"C",
"C++",
"Python",
"NumPy",
"OpenCV",
"Linux",
"adb shell",
"Visual Studio",
"Oracle",
"MySQL",
"Git",
"Xshell",
"图像传感器性能评测",
"图像质量评估",
"自动化评测算法",
"后端开发",
"需求设计文档",
"自动化用例",
"功能自测"
],
"consistency_score": 65,
"skills_in_summary_only": [
"网络通信",
"多进程",
"C",
"C++",
"Python",
"NumPy",
"OpenCV",
"Linux",
"Git",
"后端开发"
],
"skills_without_evidence": [
"数据结构",
"adb shell",
"Visual Studio",
"Oracle",
"MySQL",
"Xshell",
"图像传感器性能评测",
"图像质量评估",
"自动化评测算法",
"需求设计文档",
"功能自测"
],
"skills_verified_in_projects": [
"OpenCV",
"C",
"NumPy",
"多线程"
]
}
},
"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": "2026-06-29T10:06:22.000000Z",
"updated_at": "2026-06-29T10:42:49.000000Z",
"overall_score": "{\"composite\": 75.7, \"stability\": 67, \"pace_match\": 83, \"tech_power\": 75, \"salary_match\": 79, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": null,
"recommended_action": "approve",
"score_breakdown": "{\"stability\": {\"score\": 67, \"weight\": 0.25, \"rationale\": \"基于8.0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\": 83, \"weight\": 0.2, \"rationale\": \"地点: 苏州✅ + 普通 + 8.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 75, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 8.0年\", \"Linux: 弱\", \"加分: 1\/3\", \"交叉验证一致性: 65%\"], \"rationale\": \"硬性条件匹配 + 经验8.0年 + 4个项目 + 一致性65%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 79, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据8.0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\"}}"
}
}