交叉验证详情

梅
梅舟

简历ID 77 初筛 #66 一致性 77
学历-经验时间线

gap_years 0
timeline_ok 是
graduation_year
years_experience
estimated_work_start
expected_graduation_start
技能-项目一致性

得分
77
声称技能 (25)
C C++ C++11 CMake 数据结构网络编程 Qt Qt6 Qt Creator Qt Designer Python Python3 PyTorch NumPy Pandas PyQt PyQt5 神经网络 CNN GRU ECA AutoCAD Creo MATLAB Linux
项目中验证 (15)
Qt Creator PyQt asio 前端开发 Python Qt FTA gRPC zookeeper Qt Designer protobuf muduo GRU 证据理论 CNN
仅在摘要中 (10)
C C++ 网络编程 Qt Python PyTorch NumPy Pandas PyQt Linux
无证据 (15)
C++11 CMake 数据结构 Qt6 Qt Creator Qt Designer Python3 PyQt5 神经网络 CNN GRU ECA AutoCAD Creo MATLAB
矛盾/可疑信号

skill_project_gap high
19/36 个声称技能在项目和摘要中均无体现: ['C++11', 'CMake', '数据结构', 'Qt6', 'Qt Creator', 'Qt Designer', 'Python3', 'PyQt5']
建议：面试时验证这些技能的真实性
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

Linux medium
声称：技能列表中声称
证据：项目经历中没有提及 Linux 相关开发
完整原始数据

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    "screening_id": 66,
    "skill_project_consistency": {
        "noisy_skills": [],
        "claimed_skills": [
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            "C++",
            "C++11",
            "CMake",
            "数据结构",
            "网络编程",
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            "Qt6",
            "Qt Creator",
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            "MATLAB",
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        "consistency_score": 77,
        "skills_in_summary_only": [
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            "Python",
            "PyTorch",
            "NumPy",
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            "PyQt",
            "Linux"
        ],
        "skills_without_evidence": [
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            "CMake",
            "数据结构",
            "Qt6",
            "Qt Creator",
            "Qt Designer",
            "Python3",
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            "神经网络",
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        "skills_verified_in_projects": [
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            "前端开发",
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            "FTA",
            "gRPC",
            "zookeeper",
            "Qt Designer",
            "protobuf",
            "muduo",
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            "CNN"
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    },
    "education_timeline": {
        "gap_years": 0,
        "timeline_ok": true,
        "graduation_year": null,
        "years_experience": null,
        "estimated_work_start": null,
        "expected_graduation_start": null
    },
    "salary_location_check": null,
    "skill_level_contradictions": [
        {
            "skill": "Linux",
            "claimed": "技能列表中声称",
            "project_evidence": "项目经历中没有提及 Linux 相关开发",
            "contradiction_severity": "medium"
        }
    ],
    "overall_consistency": 77,
    "flags": [
        {
            "type": "skill_project_gap",
            "detail": "19\/36 个声称技能在项目和摘要中均无体现: ['C++11', 'CMake', '数据结构', 'Qt6', 'Qt Creator', 'Qt Designer', 'Python3', 'PyQt5']",
            "severity": "high",
            "suggested_check": "面试时验证这些技能的真实性"
        },
        {
            "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": "2026-06-29T10:06:42.000000Z",
    "resume": {
        "id": 77,
        "resource_id": 77,
        "source_text_sha256": "7cd791ca2008aaa7f9ddd15470f2678b0d7ca380d585dc1b12233622a0322515",
        "target_role": "C++",
        "candidate_name": "梅舟",
        "age": 24,
        "phone": "17891038158",
        "email": "17891038158@163.com",
        "wechat": "",
        "location": "",
        "highest_degree": "硕士",
        "school": "江南大学",
        "major": "控制工程",
        "graduation_year": null,
        "years_experience": 0,
        "current_company": "",
        "current_title": "",
        "skills_json": [
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            "C++",
            "C++11",
            "CMake",
            "数据结构",
            "网络编程",
            "Qt",
            "Qt6",
            "Qt Creator",
            "Qt Designer",
            "Python",
            "Python3",
            "PyTorch",
            "NumPy",
            "Pandas",
            "PyQt",
            "PyQt5",
            "神经网络",
            "CNN",
            "GRU",
            "ECA",
            "AutoCAD",
            "Creo",
            "MATLAB",
            "Linux",
            "gRPC",
            "asio",
            "redis",
            "MySQL",
            "protobuf",
            "muduo",
            "zookeeper",
            "前端开发",
            "FTA",
            "证据理论",
            "蒙特卡洛方法"
        ],
        "summary": "梅舟，男，24岁，硕士就读于江南大学控制工程专业，本科毕业于湖南农业大学机械电子工程专业。项目经历包括基于asio和grpc的即时通讯项目、基于muduo库的RPC远程服务调用框架、小样本条件下轴承故障诊断课题、车辆PHM研究及前端开发课题。技能涵盖C\/C++、Qt、Python、PyTorch、NumPy、Pandas、PyQt、Linux、网络编程及部分仿真建模软件。",
        "raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/41945fcb26d597b3_raw.txt",
        "raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/41945fcb26d597b3_raw.txt",
        "parser_version": "resume-parser-v1.1+codex",
        "llm_used": true,
        "created_at": "2026-06-29T07:50:32.000000Z",
        "updated_at": "2026-06-29T12:57:02.000000Z",
        "deleted_at": null
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    "screening": {
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        "mysql_resume_id": 77,
        "candidate_name": "梅舟",
        "age": 24,
        "highest_degree": "硕士",
        "school": "江南大学",
        "years_experience": null,
        "location": "",
        "current_company": "",
        "skills": [
            "C",
            "C++",
            "C++11",
            "CMake",
            "数据结构",
            "网络编程",
            "Qt",
            "Qt6",
            "Qt Creator",
            "Qt Designer",
            "Python",
            "Python3",
            "PyTorch",
            "NumPy",
            "Pandas",
            "PyQt",
            "PyQt5",
            "神经网络",
            "CNN",
            "GRU",
            "ECA",
            "AutoCAD",
            "Creo",
            "MATLAB",
            "Linux"
        ],
        "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": "硕士",
            "severity": "must"
        },
        "check_experience": {
            "label": "经验",
            "detail": "经验年限未知",
            "matched": false,
            "evidence": "无法提取",
            "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": 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": "unknown",
        "redline_linux": "pass",
        "redline_location": "unknown",
        "redline_single_day_off": "pending_interview",
        "match_score": 46,
        "hard_all_pass": false,
        "bonus_hit_count": 0,
        "cross_reference": {
            "flags": [
                {
                    "type": "skill_project_gap",
                    "detail": "19\/36 个声称技能在项目和摘要中均无体现: ['C++11', 'CMake', '数据结构', 'Qt6', 'Qt Creator', 'Qt Designer', 'Python3', 'PyQt5']",
                    "severity": "high",
                    "suggested_check": "面试时验证这些技能的真实性"
                },
                {
                    "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": 0,
                "timeline_ok": true,
                "graduation_year": null,
                "years_experience": null,
                "estimated_work_start": null,
                "expected_graduation_start": null
            },
            "overall_consistency": 77,
            "skill_contradictions": [
                {
                    "skill": "Linux",
                    "claimed": "技能列表中声称",
                    "project_evidence": "项目经历中没有提及 Linux 相关开发",
                    "contradiction_severity": "medium"
                }
            ],
            "field_completeness_pct": 80,
            "skill_project_consistency": {
                "noisy_skills": [],
                "claimed_skills": [
                    "C",
                    "C++",
                    "C++11",
                    "CMake",
                    "数据结构",
                    "网络编程",
                    "Qt",
                    "Qt6",
                    "Qt Creator",
                    "Qt Designer",
                    "Python",
                    "Python3",
                    "PyTorch",
                    "NumPy",
                    "Pandas",
                    "PyQt",
                    "PyQt5",
                    "神经网络",
                    "CNN",
                    "GRU",
                    "ECA",
                    "AutoCAD",
                    "Creo",
                    "MATLAB",
                    "Linux"
                ],
                "consistency_score": 77,
                "skills_in_summary_only": [
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                    "C++",
                    "网络编程",
                    "Qt",
                    "Python",
                    "PyTorch",
                    "NumPy",
                    "Pandas",
                    "PyQt",
                    "Linux"
                ],
                "skills_without_evidence": [
                    "C++11",
                    "CMake",
                    "数据结构",
                    "Qt6",
                    "Qt Creator",
                    "Qt Designer",
                    "Python3",
                    "PyQt5",
                    "神经网络",
                    "CNN",
                    "GRU",
                    "ECA",
                    "AutoCAD",
                    "Creo",
                    "MATLAB"
                ],
                "skills_verified_in_projects": [
                    "Qt Creator",
                    "PyQt",
                    "asio",
                    "前端开发",
                    "Python",
                    "Qt",
                    "FTA",
                    "gRPC",
                    "zookeeper",
                    "Qt Designer",
                    "protobuf",
                    "muduo",
                    "GRU",
                    "证据理论",
                    "CNN"
                ]
            }
        },
        "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": "2026-06-29T10:06:41.000000Z",
        "updated_at": "2026-06-29T10:43:20.000000Z",
        "overall_score": "{\"composite\": 65.6, \"stability\": 45, \"pace_match\": 63, \"tech_power\": 70, \"salary_match\": 85, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
        "risk_flags": "[{\"type\": \"low_stability\", \"detail\": \"稳定性存疑(评分45\/100)\", \"severity\": \"high\"}, {\"type\": \"pace_concern\", \"detail\": \"节奏匹配度偏低(评分63\/100)\", \"severity\": \"medium\"}]",
        "recommended_action": "pending",
        "score_breakdown": "{\"stability\": {\"score\": 45, \"weight\": 0.25, \"rationale\": \"基于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\": 63, \"weight\": 0.2, \"rationale\": \"地点: 未知 + 普通 + 0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 70, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 0年\", \"Linux: 通过\", \"加分: 0\/3\", \"交叉验证一致性: 77%\"], \"rationale\": \"硬性条件匹配 + 经验0年 + 15个项目 + 一致性77%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 85, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据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\"}}"
    }
}