交叉验证详情

*
***

简历ID 33 初筛 #45 一致性 22
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
22
声称技能 (25)
C++ C# MSSQL C S结构系统开发 Java Python OpenCV Halcon Pytorch TensorRT OpenVINO 图像处理深度学习图像分割深度学习图像分类 Demura Gamma Flicker MFC STM32 嵌入式开发视觉检测算法机器视觉相机选型镜头选型
项目中验证 (2)
C 视觉定位
仅在摘要中 (7)
C OpenCV Demura Gamma Flicker 视觉检测算法 GitLab
无证据 (15)
C++ C# MSSQL S结构系统开发 Java Python Halcon Pytorch TensorRT OpenVINO 图像处理深度学习图像分割深度学习图像分类 MFC STM32
矛盾/可疑信号

skill_project_gap high
32/40 个声称技能在项目和摘要中均无体现: ['C++', 'C#', 'MSSQL', 'S结构系统开发', 'Java', 'Python', 'Halcon', 'Pytorch']
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
skill_platform_contradiction high
技能/项目经历中平台技术栈与岗位Linux要求不匹配
建议：需面试确认是否有 Linux 经验
技能水平矛盾

平台技能 high
声称：仅声称 Windows 开发经验
证据：项目经历也仅 Windows 平台
完整原始数据

{
    "id": 45,
    "mysql_resume_id": 33,
    "screening_id": 45,
    "skill_project_consistency": {
        "noisy_skills": [],
        "claimed_skills": [
            "C++",
            "C#",
            "MSSQL",
            "C",
            "S结构系统开发",
            "Java",
            "Python",
            "OpenCV",
            "Halcon",
            "Pytorch",
            "TensorRT",
            "OpenVINO",
            "图像处理",
            "深度学习图像分割",
            "深度学习图像分类",
            "Demura",
            "Gamma",
            "Flicker",
            "MFC",
            "STM32",
            "嵌入式开发",
            "视觉检测算法",
            "机器视觉",
            "相机选型",
            "镜头选型"
        ],
        "consistency_score": 22,
        "skills_in_summary_only": [
            "C",
            "OpenCV",
            "Demura",
            "Gamma",
            "Flicker",
            "视觉检测算法",
            "GitLab"
        ],
        "skills_without_evidence": [
            "C++",
            "C#",
            "MSSQL",
            "S结构系统开发",
            "Java",
            "Python",
            "Halcon",
            "Pytorch",
            "TensorRT",
            "OpenVINO",
            "图像处理",
            "深度学习图像分割",
            "深度学习图像分类",
            "MFC",
            "STM32"
        ],
        "skills_verified_in_projects": [
            "C",
            "视觉定位"
        ]
    },
    "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": [
        {
            "skill": "平台技能",
            "claimed": "仅声称 Windows 开发经验",
            "project_evidence": "项目经历也仅 Windows 平台",
            "contradiction_severity": "high"
        }
    ],
    "overall_consistency": 22,
    "flags": [
        {
            "type": "skill_project_gap",
            "detail": "32\/40 个声称技能在项目和摘要中均无体现: ['C++', 'C#', 'MSSQL', 'S结构系统开发', 'Java', 'Python', 'Halcon', 'Pytorch']",
            "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"
        },
        {
            "type": "skill_platform_contradiction",
            "detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
            "severity": "high",
            "suggested_check": "需面试确认是否有 Linux 经验"
        }
    ],
    "created_at": "2026-06-29T10:06:31.000000Z",
    "resume": {
        "id": 33,
        "resource_id": 33,
        "source_text_sha256": "1e51d1d6001d5ccda3179d73c2bdc8a3a1a1e150d28b0ff12f04587f948f5d50",
        "target_role": "C++",
        "candidate_name": "***",
        "age": null,
        "phone": "***",
        "email": "***",
        "wechat": "",
        "location": "江苏省-苏州",
        "highest_degree": "本科",
        "school": "延边大学",
        "major": "电子信息工程",
        "graduation_year": 2010,
        "years_experience": 15,
        "current_company": "TCL苏州华星光电显示",
        "current_title": "软件工程师",
        "skills_json": [
            "C++",
            "C#",
            "MSSQL",
            "C",
            "S结构系统开发",
            "Java",
            "Python",
            "OpenCV",
            "Halcon",
            "Pytorch",
            "TensorRT",
            "OpenVINO",
            "图像处理",
            "深度学习图像分割",
            "深度学习图像分类",
            "Demura",
            "Gamma",
            "Flicker",
            "MFC",
            "STM32",
            "嵌入式开发",
            "视觉检测算法",
            "机器视觉",
            "相机选型",
            "镜头选型",
            "光源选型",
            "图像采集卡选型",
            "GitLab",
            "FPGA通信协议",
            "Android",
            "Zbar",
            "LightTools",
            "ZEMAX",
            "Unix",
            "Windows服务端开发",
            "视觉定位",
            "视觉测量",
            "数据采集系统",
            "推荐系统",
            "物流系统"
        ],
        "summary": "候选人本科毕业于延边大学电子信息工程专业，2010年毕业。2010年起从事软件、视觉算法、嵌入式及制造业系统开发，经历天津三星电机、苏州优斯登、安亚技术、江苏亚威艾欧斯、TCL苏州华星光电显示等公司。近期负责Auto Repair AI推理集群、Gamma\/Flicker\/Demura设备上位机软件和算法、OpenCV视觉检测算法优化及私有GitLab管理，具备约3人团队管理经验。",
        "raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/8f98c400718b245e_raw.txt",
        "raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/8f98c400718b245e_raw.txt",
        "parser_version": "resume-parser-v1.1+codex",
        "llm_used": true,
        "created_at": "2026-06-29T05:40:32.000000Z",
        "updated_at": "2026-06-29T12:57:02.000000Z",
        "deleted_at": null
    },
    "screening": {
        "id": 45,
        "mysql_resume_id": 33,
        "candidate_name": "***",
        "age": null,
        "highest_degree": "本科",
        "school": "延边大学",
        "years_experience": 15,
        "location": "江苏省-苏州",
        "current_company": "TCL苏州华星光电显示",
        "skills": [
            "C++",
            "C#",
            "MSSQL",
            "C",
            "S结构系统开发",
            "Java",
            "Python",
            "OpenCV",
            "Halcon",
            "Pytorch",
            "TensorRT",
            "OpenVINO",
            "图像处理",
            "深度学习图像分割",
            "深度学习图像分类",
            "Demura",
            "Gamma",
            "Flicker",
            "MFC",
            "STM32",
            "嵌入式开发",
            "视觉检测算法",
            "机器视觉",
            "相机选型",
            "镜头选型"
        ],
        "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": false,
            "evidence": "未找到相关关键词",
            "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": "weak",
        "redline_location": "pass",
        "redline_single_day_off": "pending_interview",
        "match_score": 46,
        "hard_all_pass": false,
        "bonus_hit_count": 2,
        "cross_reference": {
            "flags": [
                {
                    "type": "skill_project_gap",
                    "detail": "32\/40 个声称技能在项目和摘要中均无体现: ['C++', 'C#', 'MSSQL', 'S结构系统开发', 'Java', 'Python', 'Halcon', 'Pytorch']",
                    "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"
                },
                {
                    "type": "skill_platform_contradiction",
                    "detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
                    "severity": "high",
                    "suggested_check": "需面试确认是否有 Linux 经验"
                }
            ],
            "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": 22,
            "skill_contradictions": [
                {
                    "skill": "平台技能",
                    "claimed": "仅声称 Windows 开发经验",
                    "project_evidence": "项目经历也仅 Windows 平台",
                    "contradiction_severity": "high"
                }
            ],
            "field_completeness_pct": 90,
            "skill_project_consistency": {
                "noisy_skills": [],
                "claimed_skills": [
                    "C++",
                    "C#",
                    "MSSQL",
                    "C",
                    "S结构系统开发",
                    "Java",
                    "Python",
                    "OpenCV",
                    "Halcon",
                    "Pytorch",
                    "TensorRT",
                    "OpenVINO",
                    "图像处理",
                    "深度学习图像分割",
                    "深度学习图像分类",
                    "Demura",
                    "Gamma",
                    "Flicker",
                    "MFC",
                    "STM32",
                    "嵌入式开发",
                    "视觉检测算法",
                    "机器视觉",
                    "相机选型",
                    "镜头选型"
                ],
                "consistency_score": 22,
                "skills_in_summary_only": [
                    "C",
                    "OpenCV",
                    "Demura",
                    "Gamma",
                    "Flicker",
                    "视觉检测算法",
                    "GitLab"
                ],
                "skills_without_evidence": [
                    "C++",
                    "C#",
                    "MSSQL",
                    "S结构系统开发",
                    "Java",
                    "Python",
                    "Halcon",
                    "Pytorch",
                    "TensorRT",
                    "OpenVINO",
                    "图像处理",
                    "深度学习图像分割",
                    "深度学习图像分类",
                    "MFC",
                    "STM32"
                ],
                "skills_verified_in_projects": [
                    "C",
                    "视觉定位"
                ]
            }
        },
        "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": "2026-06-29T10:06:31.000000Z",
        "updated_at": "2026-06-29T10:43:04.000000Z",
        "overall_score": "{\"composite\": 71.9, \"stability\": 80, \"pace_match\": 75, \"tech_power\": 65, \"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": "pending",
        "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\": 65, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 15.0年\", \"Linux: 弱\", \"加分: 2\/3\", \"交叉验证一致性: 22%\"], \"rationale\": \"硬性条件匹配 + 经验15.0年 + 2个项目 + 一致性22%\", \"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\"}}"
    }
}