Beyond Global Metrics: A Zone-Stratified Diagnostic Framework Based on Confusion Matrix Components

This dataset contains fully synthetic, non-identifiable data generated exclusively to demonstrate and validate the Epistemic Zone Evaluation Framework (EZEF) and its zone-stratified diagnostic metrics described in the article “Beyond Global Metrics: A Zone-Stratified Diagnostic Framework Based on Confusion Matrix Components.”The dataset comprises structured tables used to reproduce all figures, numerical results, and equations in the manuscript, illustrating the derivation of zone-based measures including ZREDI, ZBES, ZBE, ZBTS, and EEP across the epistemic zones—Recessive (RZ), Lower Plausible (LPZ), Trusted (TZ), Upper Plausible (UPZ), and Inflated (IZ).All data are synthetic and formatted in .xlsx and .csv to support transparent replication and algorithmic benchmarking in Python or R environments.Intellectual Property Notice:The conceptual structure, zone definitions, and computational logic embedded in these tables are integral components of the Epistemic Zone Evaluation Framework (EZEF), developed and owned by Dr. Tareef Fadhil Raham.Intellectual rights over this dataset are jointly conveyed with the accompanying article, © Dr. Tareef Fadhil Raham, 2025. All rights reserved.References : Raham, Tareef Fadhil. (2025). Beyond Global Metrics: A Zone-Stratified Diagnostic Framework Based on Confusion Matrix Components. Manuscript (under editorial considerations).本数据集包含完全合成、不可识别的专用数据，仅用于演示与验证《超越全局指标：基于混淆矩阵分量的区域分层诊断框架》（Beyond Global Metrics: A Zone-Stratified Diagnostic Framework Based on Confusion Matrix Components）一文中提出的认知区域评估框架(Epistemic Zone Evaluation Framework, EZEF)及其区域分层诊断指标。 本数据集包含结构化表格，可复现该手稿中的全部图表、数值结果与公式，展示认知区域——隐性认知区(RZ)、低可信区(LPZ)、可信区(TZ)、高可信区(UPZ)与膨胀认知区(IZ)——下ZREDI、ZBES、ZBE、ZBTS及EEP等区域化指标的推导过程。 所有数据均为合成数据，格式支持.xlsx与.csv，可在Python或R环境中实现透明复现与算法基准测试。 知识产权声明：本数据集表格中蕴含的概念架构、区域定义与计算逻辑，均为塔里夫·法迪勒·拉哈姆博士开发并拥有的认知区域评估框架(EZEF)的核心组成部分。本数据集与配套论文的知识产权归塔里夫·法迪勒·拉哈姆博士所有，©2025，保留所有权利。 参考文献：拉哈姆, 塔里夫·法迪勒. (2025). Beyond Global Metrics: A Zone-Stratified Diagnostic Framework Based on Confusion Matrix Components. 待审稿件（处于编辑审核阶段）。