{
  "signed_by": "Reviewer C / review_candidates_batch1_c",
  "signed_at": "2026-11-08T02:58:05.939242+00:00",
  "type": "字段格式最终归一勘误",
  "original_frozen_files_preserved": true,
  "score_values_changed": false,
  "explanation": "本补充仅处理前五篇早期记录的格式：scored一律规范为rated；所有非tentative维度的judgment_range一律为null，包括原先文本无。原rated和unknown不变，任何数字分数及tentative范围不变。原scored数值范围仅为非统计判断浮动提示，不视为暂定或置信区间；与逐篇v1勘误并行适用。ATT-0095因新附录产生的实质分数调整仍以其独立v1补充为准。",
  "papers": [
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            "judgment_range": "无"
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          "corrected": {
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          "corrected": {
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      "scores_effective_after_schema_correction": [
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          "confidence": "高",
          "judgment_range": null,
          "reason": "全局及基础预测器上下文成本是重要认识和部署问题。",
          "evidence_pages": "1—3"
        },
        {
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          "score": 70,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "60—80",
          "reason": "将成熟后验平均连接时序GPI/CF和缓存设计；前作全文核对有限。",
          "evidence_pages": "3、9、22—23"
        },
        {
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          "dimension_name": "实质推进程度",
          "score": 75,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "已知阶数合成与多骨干验证支持有用认识及条件性效率推进。",
          "evidence_pages": "5—8、26"
        },
        {
          "dimension_id": "A4",
          "dimension_name": "知识与解释增量",
          "score": 80,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "将过程身份与时间依赖区分，给出可预测架构行为的框架。",
          "evidence_pages": "3—5、16—17"
        },
        {
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          "score": 80,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "任务、潜变量与均方误差目标清楚；真实GPI代理仍有局限。",
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        },
        {
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          "dimension_name": "技术与论证正确性",
          "score": 75,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "65—85",
          "reason": "全方差证明成立，必要性不意味着充分性；噪声记号一致性待澄清。",
          "evidence_pages": "13—15、18"
        },
        {
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          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
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          "evidence_pages": "18—19"
        },
        {
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          "confidence": "中",
          "judgment_range": null,
          "reason": "合成局部/全局参照合理，基础与域模型混有架构和训练差异。",
          "evidence_pages": "5—8、20—21"
        },
        {
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          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "理论、合成、真实与成本证据齐备，基础模型归因仍部分支持。",
          "evidence_pages": "3—8、13—34"
        },
        {
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          "dimension_name": "机制归因与竞争解释区分度",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "已知阶数和非连续上下文有针对性，真实周期和容量未完全排除。",
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        },
        {
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          "dimension_name": "结果稳定性与不确定性处理",
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          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "三/五次运行及标准差充分可见，重复单位混合多个波动来源。",
          "evidence_pages": "5、16、19、24—26"
        },
        {
          "dimension_id": "C4",
          "dimension_name": "适用范围与边界验证",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "涵盖多骨干多域，强时变、缓存刷新和长跨度边界仍有限。",
          "evidence_pages": "9、22、25"
        },
        {
          "dimension_id": "D1",
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          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "详细配置、划分与预算可重建多数过程，但噪声尺度有歧义。",
          "evidence_pages": "18—21"
        },
        {
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          "dimension_name": "研究资源可获得性",
          "score": 45,
          "status": "tentative",
          "confidence": "低",
          "judgment_range": "30—65",
          "reason": "PDF和数据说明可得，CEREn受控申请，核心公共代码本次未核实。",
          "evidence_pages": "18、21"
        },
        {
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          "score": 60,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "承认未建基础模型，但GPI真实归因措辞偏强且噪声方差标注矛盾。",
          "evidence_pages": "7、9、15、18、34"
        },
        {
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          "dimension_name": "表达清晰度",
          "score": 80,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "框架清楚、图和补充实验组织良好，个别符号报告需澄清。",
          "evidence_pages": "3—8、13—34"
        },
        {
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          "dimension_name": "复杂度合理性",
          "score": 80,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "分离编码与短预测的额外复杂度有明确目的和替代比较。",
          "evidence_pages": "7—8、17、20"
        },
        {
          "dimension_id": "E2",
          "dimension_name": "资源效率与成本收益",
          "score": 75,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "60—85",
          "reason": "固定缓存下Pareto改善明确，刷新及完整训练成本应独立计算。",
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        },
        {
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          "score": 85,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "GPI/CF分离与缓存原则可迁移多个骨干和静态属性接口。",
          "evidence_pages": "7、20、22—23"
        },
        {
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          "dimension_name": "后续研究启发性",
          "score": 85,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "识别收缩、非平稳刷新与基础模型设计是清楚且有价值的边界问题。",
          "evidence_pages": "5、9、22—23"
        },
        {
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          "dimension_name": "与当前问题的相关性",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F2",
          "dimension_name": "相对于已有知识的学习收益",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F3",
          "dimension_name": "当前使用可行性",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F4",
          "dimension_name": "当前决策信息价值",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        }
      ]
    },
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          "judgment_range": null,
          "reason": "轻量预测器的精度与延迟权衡具有广泛部署价值。",
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        },
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          "score": 60,
          "status": "tentative",
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          "reason": "跨架构双域双层蒸馏有明确组合新增；前作全文核查有限。",
          "evidence_pages": "2—5、18"
        },
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          "score": 70,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "多数据学生增益明显，但不是对任意教师无条件改善。",
          "evidence_pages": "7、15、22—24"
        },
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          "confidence": "中",
          "judgment_range": null,
          "reason": "教师依赖的消融有知识价值，mixup机制保证不能采信。",
          "evidence_pages": "7、11—12、25"
        },
        {
          "dimension_id": "B1",
          "dimension_name": "问题定义与评价有效性",
          "score": 75,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "预测及部署目标清楚，误差和固定批量延迟对应任务。",
          "evidence_pages": "3—6、17"
        },
        {
          "dimension_id": "B2",
          "dimension_name": "技术与论证正确性",
          "score": 40,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "训练目标可操作，但A.2混合分布归一化错误使定理失效。",
          "evidence_pages": "5、11—12"
        },
        {
          "dimension_id": "B3",
          "dimension_name": "数据与评测流程完整性",
          "score": 75,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "统一测试集、验证选择归一化，切分规模有交代。",
          "evidence_pages": "12—14、18—19"
        },
        {
          "dimension_id": "B4",
          "dimension_name": "比较对象与比较公平性",
          "score": 75,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "强架构与KD基线、统一流程和窗口敏感性较充分，预算未完全统一。",
          "evidence_pages": "6—7、13、18、23"
        },
        {
          "dimension_id": "C1",
          "dimension_name": "核心主张的证据充分度",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "性能和延迟有直接证据，理论主张有直接反例。",
          "evidence_pages": "7、11—12、17、22"
        },
        {
          "dimension_id": "C2",
          "dimension_name": "机制归因与竞争解释区分度",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "替换监督源和统一归一化有效，频域隐特征解释仍欠直接控制。",
          "evidence_pages": "7、16、19、24—25"
        },
        {
          "dimension_id": "C3",
          "dimension_name": "结果稳定性与不确定性处理",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "五种子均值标准差明确，但各基线与消融未全面附相同统计。",
          "evidence_pages": "12、14、24"
        },
        {
          "dimension_id": "C4",
          "dimension_name": "适用范围与边界验证",
          "score": 70,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "多教师学生、窗口及PEMS覆盖较好，弱周期范围论证偏弱。",
          "evidence_pages": "14—20、23"
        },
        {
          "dimension_id": "D1",
          "dimension_name": "过程透明度",
          "score": 75,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "学生配置与调参路径清楚，计时硬件与多表差异仍有缺口。",
          "evidence_pages": "12—14、17、24"
        },
        {
          "dimension_id": "D2",
          "dimension_name": "研究资源可获得性",
          "score": 65,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "50—80",
          "reason": "明确官方代码入口和公开基准；仓库完整性及运行材料未独立核齐。",
          "evidence_pages": "1、12—14"
        },
        {
          "dimension_id": "D3",
          "dimension_name": "主张克制与报告一致性",
          "score": 40,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "普遍收益及Win Keep文字和表中反例冲突，多表数字未解释。",
          "evidence_pages": "7—8、15、17、24—25"
        },
        {
          "dimension_id": "D4",
          "dimension_name": "表达清晰度",
          "score": 75,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "架构和损失示意清楚，理论与报告错误降低可读可靠性。",
          "evidence_pages": "4—5、11—12"
        },
        {
          "dimension_id": "E1",
          "dimension_name": "复杂度合理性",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "部署模型简单，训练多损失增加复杂度，部分教师频域项边际收益小。",
          "evidence_pages": "4—5、24—25"
        },
        {
          "dimension_id": "E2",
          "dimension_name": "资源效率与成本收益",
          "score": 75,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "60—85",
          "reason": "固定条件推理收益明确，训练教师与搜索总成本未报告充分。",
          "evidence_pages": "2、12、17、21"
        },
        {
          "dimension_id": "E3",
          "dimension_name": "可迁移与可复用程度",
          "score": 80,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "对多教师及轻量学生可复用，训练目标能与现有框架组合。",
          "evidence_pages": "6—7、15、20"
        },
        {
          "dimension_id": "E4",
          "dimension_name": "后续研究启发性",
          "score": 70,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "教师质量、频域需求及CI学生可继承信息边界具体。",
          "evidence_pages": "8—9、18、25"
        },
        {
          "dimension_id": "F1",
          "dimension_name": "与当前问题的相关性",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F2",
          "dimension_name": "相对于已有知识的学习收益",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F3",
          "dimension_name": "当前使用可行性",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F4",
          "dimension_name": "当前决策信息价值",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        }
      ]
    },
    {
      "candidate_id": "ATT-0594",
      "original_review_sha256": "490e30df7c24b414d34f69a4b89d31c6292e982df071aecb37306c34adbe075c",
      "score_values_changed": false,
      "corrections": [
        {
          "dimension_id": "A1",
          "old": {
            "status": "scored",
            "judgment_range": "80–90"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 85
        },
        {
          "dimension_id": "A3",
          "old": {
            "status": "scored",
            "judgment_range": "70–80"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 75
        },
        {
          "dimension_id": "A4",
          "old": {
            "status": "scored",
            "judgment_range": "65–75"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 70
        },
        {
          "dimension_id": "B1",
          "old": {
            "status": "scored",
            "judgment_range": "75–85"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 80
        },
        {
          "dimension_id": "B2",
          "old": {
            "status": "scored",
            "judgment_range": "75–85"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 80
        },
        {
          "dimension_id": "B4",
          "old": {
            "status": "scored",
            "judgment_range": "60–70"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 65
        },
        {
          "dimension_id": "C1",
          "old": {
            "status": "scored",
            "judgment_range": "75–85"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 80
        },
        {
          "dimension_id": "C2",
          "old": {
            "status": "scored",
            "judgment_range": "70–80"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 75
        },
        {
          "dimension_id": "C3",
          "old": {
            "status": "scored",
            "judgment_range": "50–60"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 55
        },
        {
          "dimension_id": "C4",
          "old": {
            "status": "scored",
            "judgment_range": "65–75"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 70
        },
        {
          "dimension_id": "D1",
          "old": {
            "status": "scored",
            "judgment_range": "70–80"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 75
        },
        {
          "dimension_id": "D3",
          "old": {
            "status": "scored",
            "judgment_range": "70–80"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 75
        },
        {
          "dimension_id": "D4",
          "old": {
            "status": "scored",
            "judgment_range": "75–85"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 80
        },
        {
          "dimension_id": "E1",
          "old": {
            "status": "scored",
            "judgment_range": "75–85"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 80
        },
        {
          "dimension_id": "E3",
          "old": {
            "status": "scored",
            "judgment_range": "80–90"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 85
        },
        {
          "dimension_id": "E4",
          "old": {
            "status": "scored",
            "judgment_range": "70–80"
          },
          "corrected": {
            "status": "rated",
            "judgment_range": null
          },
          "score_unchanged": 75
        },
        {
          "dimension_id": "F1",
          "old": {
            "status": "unknown",
            "judgment_range": "无"
          },
          "corrected": {
            "status": "unknown",
            "judgment_range": null
          },
          "score_unchanged": null
        },
        {
          "dimension_id": "F2",
          "old": {
            "status": "unknown",
            "judgment_range": "无"
          },
          "corrected": {
            "status": "unknown",
            "judgment_range": null
          },
          "score_unchanged": null
        },
        {
          "dimension_id": "F3",
          "old": {
            "status": "unknown",
            "judgment_range": "无"
          },
          "corrected": {
            "status": "unknown",
            "judgment_range": null
          },
          "score_unchanged": null
        },
        {
          "dimension_id": "F4",
          "old": {
            "status": "unknown",
            "judgment_range": "无"
          },
          "corrected": {
            "status": "unknown",
            "judgment_range": null
          },
          "score_unchanged": null
        }
      ],
      "scores_effective_after_schema_correction": [
        {
          "dimension_id": "A1",
          "dimension_name": "问题重要性",
          "score": 85,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "外生信息接入是预训练预测模型的重要实际缺口。",
          "evidence_pages": "1–3"
        },
        {
          "dimension_id": "A2",
          "dimension_name": "原创性",
          "score": 65,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "55–75",
          "reason": "创新集中于通用接口及实证，残差适配本身成熟，未全文核验最近前作。",
          "evidence_pages": "2–5"
        },
        {
          "dimension_id": "A3",
          "dimension_name": "实质推进程度",
          "score": 75,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "三类主干和真实数据改善具有实际推进，未普遍超过专用模型。",
          "evidence_pages": "6–9,20–24"
        },
        {
          "dimension_id": "A4",
          "dimension_name": "知识与解释增量",
          "score": 70,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "揭示冻结、注入位置和模型规模的交互，但机制解释有限。",
          "evidence_pages": "7–9,25–36"
        },
        {
          "dimension_id": "B1",
          "dimension_name": "问题定义与评价有效性",
          "score": 80,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "任务和多指标明确，几何平均与逐集结果可互查，未来输入可得性仍需补充。",
          "evidence_pages": "3,5–7,17"
        },
        {
          "dimension_id": "B2",
          "dimension_name": "技术与论证正确性",
          "score": 80,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "结构和接口可理解，未见关键公式错误，未经代码验证。",
          "evidence_pages": "3–5,13"
        },
        {
          "dimension_id": "B3",
          "dimension_name": "数据与评测流程完整性",
          "score": 60,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "50–70",
          "reason": "真实未来协变量发布时点、预训练重叠未充分审计，不能据此断言泄漏。",
          "evidence_pages": "5–6,17–18"
        },
        {
          "dimension_id": "B4",
          "dimension_name": "比较对象与比较公平性",
          "score": 65,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "基线丰富但调参预算、预训练数据及概率输出能力不完全一致。",
          "evidence_pages": "5–7,18"
        },
        {
          "dimension_id": "C1",
          "dimension_name": "核心主张的证据充分度",
          "score": 80,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "广泛合成和真实任务支持有效适配，全面优越性不成立。",
          "evidence_pages": "6–9,20–36"
        },
        {
          "dimension_id": "C2",
          "dimension_name": "机制归因与竞争解释区分度",
          "score": 75,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "无协变量和接口消融有针对性，仍缺等参数随机信息对照。",
          "evidence_pages": "7–9,25–30,34–36"
        },
        {
          "dimension_id": "C3",
          "dimension_name": "结果稳定性与不确定性处理",
          "score": 55,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "三种子均值有报告，多数缺方差及配对区间，预测区间不能替代实验误差条。",
          "evidence_pages": "18,20–36,37–53"
        },
        {
          "dimension_id": "C4",
          "dimension_name": "适用范围与边界验证",
          "score": 70,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "多主干、多规模、多数据，但缺未来协变量误差、缺失与延迟测试。",
          "evidence_pages": "6–9,15–18,31–36"
        },
        {
          "dimension_id": "D1",
          "dimension_name": "过程透明度",
          "score": 75,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "主要设置明确，未来信息构造和确定性基线分位数处理需补充。",
          "evidence_pages": "13,15–18"
        },
        {
          "dimension_id": "D2",
          "dimension_name": "研究资源可获得性",
          "score": 65,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "55–75",
          "reason": "有官方代码分支入口，未核验快照、依赖及可运行性。",
          "evidence_pages": "1,11,13"
        },
        {
          "dimension_id": "D3",
          "dimension_name": "主张克制与报告一致性",
          "score": 75,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "承认零样本限制，整体措辞仍需区分指标最佳和逐任务一致提升。",
          "evidence_pages": "6–9"
        },
        {
          "dimension_id": "D4",
          "dimension_name": "表达清晰度",
          "score": 80,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "图示和全量表格清晰，附录充分但旋转表阅读成本高。",
          "evidence_pages": "4,6–9,20–36"
        },
        {
          "dimension_id": "E1",
          "dimension_name": "复杂度合理性",
          "score": 80,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "模块轻量且可插接，单侧模块有时更优，配置仍应按任务裁剪。",
          "evidence_pages": "4–5,25–27"
        },
        {
          "dimension_id": "E2",
          "dimension_name": "资源效率与成本收益",
          "score": 70,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "60–80",
          "reason": "适配训练代价较低，图测训练加测试而非独立在线延迟，主干存储仍保留。",
          "evidence_pages": "13,19"
        },
        {
          "dimension_id": "E3",
          "dimension_name": "可迁移与可复用程度",
          "score": 85,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "三类模型接口和官方实现入口便于后续移植。",
          "evidence_pages": "4–5,13"
        },
        {
          "dimension_id": "E4",
          "dimension_name": "后续研究启发性",
          "score": 75,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "未来输入可靠性和冻结微调边界有明确研究空间。",
          "evidence_pages": "7–9"
        },
        {
          "dimension_id": "F1",
          "dimension_name": "与当前问题的相关性",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F2",
          "dimension_name": "相对于已有知识的学习收益",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F3",
          "dimension_name": "当前使用可行性",
          "score": null,
          "status": "unknown",
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      ],
      "scores_effective_after_schema_correction": [
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        {
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          "score": 40,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "矩阵维度、复实数和复杂度术语存在已核实不一致。",
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        },
        {
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        {
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        },
        {
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          "confidence": "高",
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        },
        {
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          "reason": "缺种子、误差条和重复运行统计，小差异置信度受限。",
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        },
        {
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          "confidence": "高",
          "judgment_range": null,
          "reason": "覆盖标准数据与超参数，没有实际低端设备和异常分布验证。",
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        },
        {
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        {
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          "judgment_range": "50–70",
          "reason": "有GitHub实现入口，未核验可运行性或论文快照。",
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        {
          "dimension_id": "A4",
          "dimension_name": "知识与解释增量",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "消融与频带合成带来解释，但未直接验证真实通道结构。",
          "evidence_pages": "9,28–29"
        },
        {
          "dimension_id": "B1",
          "dimension_name": "问题定义与评价有效性",
          "score": 60,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "多指标全面，阈值、误报成本和在线延迟未明确，主指标不等于报警质量。",
          "evidence_pages": "8–9,17,24–27"
        },
        {
          "dimension_id": "B2",
          "dimension_name": "技术与论证正确性",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "主结构合理，双层算法实际为交替更新，评分分母边界需修订。",
          "evidence_pages": "5–7,18–19"
        },
        {
          "dimension_id": "B3",
          "dimension_name": "数据与评测流程完整性",
          "score": 45,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "35–60",
          "reason": "验证、阈值、标准化与污染协议不明，未据此断言泄漏。",
          "evidence_pages": "17–18"
        },
        {
          "dimension_id": "B4",
          "dimension_name": "比较对象与比较公平性",
          "score": 65,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "多类强基线且统一drop_last，搜索预算和选择数据划分不够清楚。",
          "evidence_pages": "8,17–18"
        },
        {
          "dimension_id": "C1",
          "dimension_name": "核心主张的证据充分度",
          "score": 70,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "多数据与频带实验支持有效性，普遍实用SOTA结论过宽。",
          "evidence_pages": "9,23–29"
        },
        {
          "dimension_id": "C2",
          "dimension_name": "机制归因与竞争解释区分度",
          "score": 75,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "固定和随机通道策略、损失、评分等消融直接，缺关系恢复或干预对照。",
          "evidence_pages": "9,28"
        },
        {
          "dimension_id": "C3",
          "dimension_name": "结果稳定性与不确定性处理",
          "score": 30,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "未交代重复次数和波动，千分级增益难证明稳定。",
          "evidence_pages": "9–10,22–28"
        },
        {
          "dimension_id": "C4",
          "dimension_name": "适用范围与边界验证",
          "score": 70,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "多领域及异常类别覆盖，明确SWAT失败，缺超长异常和污染系统测试。",
          "evidence_pages": "8–10,17,28–29"
        },
        {
          "dimension_id": "D1",
          "dimension_name": "过程透明度",
          "score": 50,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "伪代码与合成参数充分，但关键选择协议和自身配置不全。",
          "evidence_pages": "17–20"
        },
        {
          "dimension_id": "D2",
          "dimension_name": "研究资源可获得性",
          "score": 65,
          "status": "tentative",
          "confidence": "中",
          "judgment_range": "55–75",
          "reason": "仓库和数据入口明确，未执行或核验快照。",
          "evidence_pages": "1,17,20"
        },
        {
          "dimension_id": "D3",
          "dimension_name": "主张克制与报告一致性",
          "score": 55,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "披露失败及全部指标值得肯定，但双层术语、趋势混合汇总类别需纠正。",
          "evidence_pages": "8–9,18,23,27"
        },
        {
          "dimension_id": "D4",
          "dimension_name": "表达清晰度",
          "score": 75,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "架构与消融清楚，主文未充分解释指标冲突。",
          "evidence_pages": "4–10,24–27"
        },
        {
          "dimension_id": "E1",
          "dimension_name": "复杂度合理性",
          "score": 60,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "各部件有动机，但四损失和交替更新增加调参与实现成本。",
          "evidence_pages": "5–7,9"
        },
        {
          "dimension_id": "E2",
          "dimension_name": "资源效率与成本收益",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "没有训练时间、吞吐、显存和参数成本报告，不能可靠判定成本收益。",
          "evidence_pages": "全文1–29，尤其17–20"
        },
        {
          "dimension_id": "E3",
          "dimension_name": "可迁移与可复用程度",
          "score": 70,
          "status": "rated",
          "confidence": "中",
          "judgment_range": null,
          "reason": "频带掩码及点对齐评分可复用，但维度依赖和成本待测。",
          "evidence_pages": "5–7,19"
        },
        {
          "dimension_id": "E4",
          "dimension_name": "后续研究启发性",
          "score": 80,
          "status": "rated",
          "confidence": "高",
          "judgment_range": null,
          "reason": "提示频带关系、真实报警指标及长异常边界的后续研究。",
          "evidence_pages": "8–10,28–29"
        },
        {
          "dimension_id": "F1",
          "dimension_name": "与当前问题的相关性",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F2",
          "dimension_name": "相对于已有知识的学习收益",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F3",
          "dimension_name": "当前使用可行性",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        },
        {
          "dimension_id": "F4",
          "dimension_name": "当前决策信息价值",
          "score": null,
          "status": "unknown",
          "confidence": "低",
          "judgment_range": null,
          "reason": "未提供具体当前研究目标、知识背景、资源和决策，不以通用价值替代个人评价。",
          "evidence_pages": "不适用页码：用户背景缺失"
        }
      ]
    }
  ]
}