Methodological Clarifications, Falsifiability Criteria, Hallucination Analysis & Real-Time Open-Science Protocol.

This document provides methodological clarifications for the ongoing Oxygen Octave project, including: • separation of geometric observations from harmonic analogies • explicit identification of heuristic numerical steps • removal of ad-hoc scale factors • definition of falsifiability conditions • a computational testing roadmap • a structured hallucination-analysis framework • updated statements of what the model does and does not claim The purpose of this note is to strengthen transparency, improve rigor, and allow independent auditing of the reasoning process. It documents limitations, provisional assumptions, and future verification paths. This version (v2.0) integrates Sections 6bis and 8.1 and updates the methodological structure.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-11-19
DOI
https://doi.org/10.5281/zenodo.17653382
Primary Topic
Philosophy and History of Science
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Methodological Clarifications, Falsifiability Criteria, Hallucination Analysis & Real-Time Open-Science Protocol.

Zenodo (CERN European Organization for Nuclear Research)
Philosophy and History of Science
article

Methodological Clarifications, Falsifiability Criteria, Hallucination Analysis & Real-Time Open-Science Protocol.

article en

Abstract

This document provides methodological clarifications for the ongoing Oxygen Octave project, including: • separation of geometric observations from harmonic analogies • explicit identification of heuristic numerical steps • removal of ad-hoc scale factors • definition of falsifiability conditions • a computational testing roadmap • a structured hallucination-analysis framework • updated statements of what the model does and does not claim The purpose of this note is to strengthen transparency, improve rigor, and allow independent auditing of the reasoning process. It documents limitations, provisional assumptions, and future verification paths. This version (v2.0) integrates Sections 6bis and 8.1 and updates the methodological structure.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 26%
Philosophy and History of Science
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.