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  "paper_title": "CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching",
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      "claim_id": "CL02",
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      "confidence": "中",
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        70
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      "status": "rated",
      "confidence": "高",
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      "confidence": "高",
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      "status": "rated",
      "confidence": "高",
      "judgment_range": null,
      "rationale": "真实合成域广且报告SWAT失败，长异常及高通道扩展不足。",
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        50,
        80
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      "rationale": "代码数据仓库给出，未核验完整运行链。",
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      "status": "rated",
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      "rationale": "报告失败域是优点，但主表Trend/Mixture汇总交换且全面SOTA说法过宽。",
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      "dimension_name": "表达清晰度",
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      "status": "rated",
      "confidence": "高",
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      "rationale": "总体结构和消融易理解，算法术语与汇总标签需修订。",
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      "dimension_name": "复杂度合理性",
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      "status": "rated",
      "confidence": "高",
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      "rationale": "多部件对问题有合理性，小增益的交替训练必要性尚弱。",
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      "dimension_name": "资源效率与成本收益",
      "score": 50,
      "status": "tentative",
      "confidence": "中",
      "judgment_range": [
        35,
        70
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      "rationale": "未提供耗时内存，通道方阵注意力与重叠评分代价不可忽略。",
      "missing_information": "未提供耗时内存，通道方阵注意力与重叠评分代价不可忽略。",
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      "status": "rated",
      "confidence": "高",
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      "rationale": "频带掩码及评分思路可复用，阈值与因果在线时点需按场景确认。",
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      "dimension_name": "后续研究启发性",
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      "status": "rated",
      "confidence": "高",
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      "rationale": "指标分歧、长异常边界和关联发现为研究提供具体问题。",
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      "status": "unknown",
      "confidence": null,
      "judgment_range": null,
      "rationale": "未给定用户正在解决的具体预测或异常检测问题。",
      "missing_information": "个人研究背景缺失；不以论文质量代填。",
      "claim_ids": [],
      "source_ids": [],
      "location": "任务上下文（非论文证据）"
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      "status": "unknown",
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      "missing_information": "个人研究背景缺失；不以论文质量代填。",
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      "rationale": "未给定用户用途、算力、数据与许可约束。",
      "missing_information": "个人研究背景缺失；不以论文质量代填。",
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    "9页消融",
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