explainable ai

Three-Dimensional Integral Balance and Diffusive-Advective Transport: An Executable Code-to-Mathematics Equivalence Audit

Version 2.0.0 of the independent 3D-FIELD technical note. This release translates the sparse-polynomial Python implementation into conventional mathematics over Q[x,y,z,t] and explains the original six rational-arithmetic fixture checks step by step. Four further exact checks cover the Leibniz rule, the fundamental the...

Artificial Intelligence-Assisted Herbal Formulation Development: From Phytochemical Intelligence to Predictive Nanodelivery and Precision Phytotherapy

Herbal medicines constitute a chemically diverse source of bioactive molecules and remain important components of traditional and complementary healthcare systems. However, the development of reproducible pharmaceutical formulations from herbal materials is complicated by variability in botanical identity, geographical...

Structured PREreview of "Automating Business Intelligence Requirements with Generative AI and Semantic Search"

This Zenodo record is a permanently preserved version of a Structured PREreview. You can view the complete PREreview at https://prereview.org/reviews/22877617. Does the introduction explain the objective of the research presented in the preprint? Yes Yes. The introduction explicitly explains the objective of the resear...

Artificial Intelligence-Assisted Herbal Formulation Development: From Phytochemical Intelligence to Predictive Nanodelivery and Precision Phytotherapy

Herbal medicines constitute a chemically diverse source of bioactive molecules and remain important components of traditional and complementary healthcare systems. However, the development of reproducible pharmaceutical formulations from herbal materials is complicated by variability in botanical identity, geographical...

From Movement to Mechanism: Understanding a neural network through fly leg movements

From Movement to Mechanism — version 0.4 How can a visible leg movement help us understand a neural network? This illustrated, English-language computational preprint follows two related experiments based on maleCNS, the male fruit-fly central nervous system wiring map. The main text explains the research in accessible...

Explainable Multimodal AI for Adaptive Calibration of Archaeological Sensing Workflows

P. G. Lejeune Dirichlet: Werke Band II Source-Witnessed Working Drafts and English Translations

This collection preserves P. G. Lejeune Dirichlet’s mathematical works as original-language working transcriptions, English translations, editable LaTeX, source scans and checking records. Its established core is Werke Band II Papers I–XLI, including the cumulative readers, component sources, correspondence, notices an...

Why the User Rages: A User-Centered Study on Conversational AI Models' Defensive Communication Behaviors and Their Effects

On August 8 (UTC+8), 2025, OpenAI rolled out GPT-5 to the public, and simultaneously removed access to all “legacy models” including GPT-4o. This action led to a global movement to “bring back GPT-4o”. The protest against “cold and detached” GPT-5 revealed users’ acute sensitivity to anthropomorphic AI responses: users...

Explainable AI for sentiment analysis of human metapneumovirus (HMPV) using XLNet

The outbreak of Human Metapneumovirus (HMPV) in China, which later spread to the UK and other countries, raised significant public concern due to its potential impact on vulnerable populations. While HMPV typically causes mild symptoms, its effects on the elderly and immunocompromised individuals prompted health author...

AnCiR: Analysis of Chronobiological Rhythms

AnCiR is a graphical, no-coding tool for the analysis of chronobiological rhythms and other time-series data. It provides periodicity detection (Sokolove–Bushell χ2, Enright, Lomb–Scargle, FFT), cosinor and harmonic-cosinor fitting, non-parametric circadian rhythm analysis (IS, IV, RA, M10, L5), circular statistics, co...

Judgment Cost Theory, Study 2 — Replication and Audit Archive: When Automation Concentrates Judgment: A Systematic Review and Meta-Analysis of Residual Decision Difficulty and Oversight Burden Following AI Adoption

Version 2.3 (21 September 2026). No content changed between 2.2 and 2.3. Every file, hash and result is identical. This version exists only to correct the file list: version 2.2 was published carrying both the superseded v2.1 archive and the current one, because Zenodo copies prior files into a new-version draft by def...

Toward a Unified Mathematics of Concepts

An operation-based view that evaluates mathematical frameworks by the conceptual operations they support is proposed, identifying thirteen operations (including similarity, composition, generalization, and grounding) that recur across cognition, psychology, and AI.