Manassero Internal Degradation Framework (MIDF) v1.3 – Deterministic Failure Modeling with Propagation Geometry, Structural Resistance, and Conceptual Comparison

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Main Author: Manassero, Sebastian Héctor
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Published: Zenodo 2026
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author_facet Manassero, Sebastian Héctor
contents <p dir="ltr">This work presents a complete and reproducible deterministic framework for predicting failure in biological and material systems based on internal coherence exhaustion. MIDF replaces probabilistic, time-driven approaches with a state-based degradation law governed by geometry, propagation surface, and structural resistance (mu).</p> <p dir="ltr">This version includes: explicit governing equations, worked examples, propagation and geometry notes, tissue/material hardness tables, a reproducible Python script, and a conceptual comparison with standard probabilistic and AI-based models. No curve fitting or post-hoc adjustment is used.</p> <p dir="ltr"> </p> <p dir="ltr"> </p> <p dir="ltr"> </p> <p dir="ltr">Manassero, S. hector . (2025). A Unified Hypothesis for Matter Stability, Aging, Time Emergence and Cosmological Phase Transitions [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010210">https://doi.org/10.5281/zenodo.18010210</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: Stability, Degradation, and the Emergence of Time [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010580">https://doi.org/10.5281/zenodo.18010580</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Internal Conjugate States of Matter: Energetic Activation, Degradation, and the Emergence of Time v3.0 [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010699">https://doi.org/10.5281/zenodo.18010699</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Internal Conjugate States of Matter: Energetic Activation, Degradation, Time Emergence, and Nuclear Processes [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010963">https://doi.org/10.5281/zenodo.18010963</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: Hysteresis Dynamics, Gravitational Activation, and the Emergence of Time. [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18013474">https://doi.org/10.5281/zenodo.18013474</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: A Unified Framework for Hysteresis, Time Emergence, and Nuclear Phase Transitions v3.4 [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18013642">https://doi.org/10.5281/zenodo.18013642</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: A Unified Framework for Hysteresis, Time Emergence, and Nuclear Phase Transitions. Zenodo. <a href="https://doi.org/10.5281/zenodo.18013955">https://doi.org/10.5281/zenodo.18013955</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Framework for Phase-Modulated Nuclear Systems: From Hysteresis Theory to Radioactive Waste Neutralization v4.0 (4.0). Zenodo. <a href="https://doi.org/10.5281/zenodo.18014757">https://doi.org/10.5281/zenodo.18014757</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Phase Biology and Conjugate State Oncology: A Unified Framework for Cancer Neutralization. Zenodo. <a href="https://doi.org/10.5281/zenodo.18017669">https://doi.org/10.5281/zenodo.18017669</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: Applications in Phase-Modulated Nuclear Reactors, Non-Inertial Propulsion, and Resonance-Based Oncology (4.0c). Zenodo. <a href="https://doi.org/10.5281/zenodo.18017871">https://doi.org/10.5281/zenodo.18017871</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: Applications in Phase-Modulated Nuclear Reactors, Non-Inertial Propulsion, and Resonance-Based Oncology. Zenodo. <a href="https://doi.org/10.5281/zenodo.18018108">https://doi.org/10.5281/zenodo.18018108</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Master Equation: A Unified Deterministic Framework for Phase-Modulated Oncology, Metabolic Reset, and Non-Inertial Propulsion. Zenodo. <a href="https://doi.org/10.5281/zenodo.18020668">https://doi.org/10.5281/zenodo.18020668</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Deterministic Unification: Beyond Einstein's Probability—From Phase-Modulated Nuclear Stabilization to Resonance-Based Oncology. Zenodo. <a href="https://doi.org/10.5281/zenodo.18022014">https://doi.org/10.5281/zenodo.18022014</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States: A Unified Hypothesis for Matter Stability, Time Emergence and Cosmological Phase Transitions [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18024832">https://doi.org/10.5281/zenodo.18024832</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: Energetic Activation, Degradation, Phase Transitions, Photoluminescence, and the Emergence of Time [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18025020">https://doi.org/10.5281/zenodo.18025020</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The The Manassero Deterministic Unification: Beyond Einstein's PrDeterministic Unification: Beyond Einstein's Probability—From Phase-Modulated Nuclear Stabilization to Resonance-Based Oncology. Zenodo. <a href="https://doi.org/10.5281/zenodo.18023485">https://doi.org/10.5281/zenodo.18023485</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Empirical and Biological Evidence for the Conjugate State Hypothesis: Unified Framework for Matter Stability, Phase Transitions, and Energy Management [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18035024">https://doi.org/10.5281/zenodo.18035024</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Empirical and Physical Evidence for the Conjugate State Hypothesis: Unified Framework for Matter Stability, Phase Transitions, and Energy Management [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18038552">https://doi.org/10.5281/zenodo.18038552</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: Energy Storage, Phase Transitions, and Emergent Time [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18038621">https://doi.org/10.5281/zenodo.18038621</a></p> <p> </p> <p dir="ltr">Manassero, S. héctor . (2025). Unified Theory of Internal Conjugate States: A Deterministic Framework for Energy Phase Transitions and Emergent Time. [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18039138">https://doi.org/10.5281/zenodo.18039138</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: A Deterministic Framework for Energy Phase Transitions and Emergent Time. [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18039254">https://doi.org/10.5281/zenodo.18039254</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Equation: A Deterministic Derivation of the Speed of Light and Universal Phase Constants [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18039678">https://doi.org/10.5281/zenodo.18039678</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Operational Applications of the Manassero Conjugate State Equation: A Deterministic Framework for Phase Degradation, Stability, and System Lifetime [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18046426">https://doi.org/10.5281/zenodo.18046426</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Operational Applications of the Manassero Conjugate State Equation: Predictive Modeling of Stability, Heat, and System Lifetime [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18046649">https://doi.org/10.5281/zenodo.18046649</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Exact Phase Equilibrium in Quantum Systems: A Conjugate-State Interpretation of Stability via the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18047706">https://doi.org/10.5281/zenodo.18047706</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Comparative Analysis of Stability and Degradation Models: A Unified Phase-Based Framework via the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18047797">https://doi.org/10.5281/zenodo.18047797</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Equation as the Deterministic Precursor to Thermodynamics: Overcoming the Statistical Limits of Clausius Entropy [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18048053">https://doi.org/10.5281/zenodo.18048053</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Integration of the Manassero Equation with Thermodynamics and Statistical Mechanics [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18048265">https://doi.org/10.5281/zenodo.18048265</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Deterministic Modeling of Static Electricity via the Manassero Equation: Internal Conjugate States in Insulating Materials [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18049062">https://doi.org/10.5281/zenodo.18049062</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Deterministic Energy Distribution in Nodes and Antinodes Using the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058239">https://doi.org/10.5281/zenodo.18058239</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). A Deterministic Energy Balance Model for Static and Coherent Energy Accumulation in Materials [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058247">https://doi.org/10.5281/zenodo.18058247</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Pre-Quantization Dynamics: The Manassero Equation as a Deterministic Precursor to Planck Energy Exchange [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058330">https://doi.org/10.5281/zenodo.18058330</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Mathematical Modeling of Pressure-Induced Conjugate Energy States Using the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058442">https://doi.org/10.5281/zenodo.18058442</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. hector . (2025). The Manassero Law of Internal Energy Stability: A Deterministic Principle for Stable Configurations Across Physical, Biological, and Material Systems [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058656">https://doi.org/10.5281/zenodo.18058656</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Application of the Manassero Law of Internal Energy Stability to Plant Height Adaptation A Deterministic Energetic Framework for Biological Growth Under Environmental Constraints [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058691">https://doi.org/10.5281/zenodo.18058691</a></p> <p><br><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Deterministic Energetic Interpretation of Tidal Dissipation and Lunar Recession Using the Manassero Law of Internal Energy Stability [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058871">https://doi.org/10.5281/zenodo.18058871</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Extending Special Relativity with the Manassero Law of Internal Energy Stability: Deterministic Predictions and Usage Manual (β Open Variable) [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18059529">https://doi.org/10.5281/zenodo.18059529</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Internal Time as a Deterministic Factor in Classical and Quantum Systems: Extending Physics with the Manassero Law of Internal Energy Stability [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18062891">https://doi.org/10.5281/zenodo.18062891</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States and Internal Time: A Deterministic Framework for Classical, Quantum, and Mesoscopic Systems [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18063335">https://doi.org/10.5281/zenodo.18063335</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Internal Conjugate States and Internal Time: A Deterministic Framework for Classical and Quantum Systems with Experimental Protocol for β Measurement [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18063914">https://doi.org/10.5281/zenodo.18063914</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). On the Role of Internal Time and Emergent Determinism in Physical Decay Processes: A Formal Response to Conceptual and Theoretical Criticisms [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18077303">https://doi.org/10.5281/zenodo.18077303</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Internal Energy Regulation and Stellar Evolution: A Deterministic Interpretation Using the Manassero Law [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165408">https://doi.org/10.5281/zenodo.18165408</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Internal Time and Deterministic Decay of the Free Neutron: A Manassero-Law-Based Interpretation of Neutron Instability [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165428">https://doi.org/10.5281/zenodo.18165428</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). The Emergence of Exponential Decay from Internal Degradation Dynamics A Deterministic Internal-Time Framework for Matter Stability and Decay. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165587">https://doi.org/10.5281/zenodo.18165587</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). The Emergence of Exponential Decay from Internal Degradation Dynamics: A Deterministic Internal-Time Framework for Matter Stability and Decay. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165853">https://doi.org/10.5281/zenodo.18165853</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). A Unified Deterministic Framework for Matter Stability, Internal Time, and Exponential Decay. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165959">https://doi.org/10.5281/zenodo.18165959</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Metal Fatigue: Internal Degradation Dynamics in Copper, Bronze, Aluminum, and Steel. Zenodo. <a href="https://doi.org/10.5281/zenodo.18166181">https://doi.org/10.5281/zenodo.18166181</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Voltage-Induced Coloration of Titanium as an Observable of Internal Degradation Dynamics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18273678">https://doi.org/10.5281/zenodo.18273678</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Internal Degradation Dynamics in Electrolysis and Electromagnetism: A Unified Coherence-Based Interpretation. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309243">https://doi.org/10.5281/zenodo.18309243</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). The Deterministic Origin of Electromagnetic Communication: Internal Coherence and Degradation Dynamics in Radiofrequency Systems. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309349">https://doi.org/10.5281/zenodo.18309349</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Time: Internal Degradation as the Physical Generator of Temporal Flow. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309610">https://doi.org/10.5281/zenodo.18309610</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Relative Determination of Internal Coherence in Identical Materials via Deterministic Degradation Thresholds. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309714">https://doi.org/10.5281/zenodo.18309714</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). A Deterministic Ontology of Matter, Degradation, and Time: The Manassero Principle of Internal Stability and Emergent Irreversibility. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309926">https://doi.org/10.5281/zenodo.18309926</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Emergence of Classical Fatigue Laws and the Fatigue Limit in Metals Stress-Dependent Internal Degradation and Measurable Coherence Dynamics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18310199">https://doi.org/10.5281/zenodo.18310199</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Basquin's Law: A Theorem on Fatigue as Emergent Internal Degradation. Zenodo. <a href="https://doi.org/10.5281/zenodo.18310621">https://doi.org/10.5281/zenodo.18310621</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Hooke's Law as a Limit of Internal Coherence Dynamics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18318818">https://doi.org/10.5281/zenodo.18318818</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Internal Degradation and Coherence as the Physical Origin of Elasticity, Damage, and Fatigue: The Manassero Framework as a Superset of Continuum Damage Mechanics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18319110">https://doi.org/10.5281/zenodo.18319110</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Qualitative Validation of High-Cycle Fatigue Behavior in Ferrous and Non-Ferrous Alloys Using the Manassero Internal Degradation Framework. Zenodo. <a href="https://doi.org/10.5281/zenodo.18319466">https://doi.org/10.5281/zenodo.18319466</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation and Quantum Systems: Deterministic Emergence of Coherence, Decoherence, and Internal Time. Zenodo. <a href="https://doi.org/10.5281/zenodo.18320780">https://doi.org/10.5281/zenodo.18320780</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. hector . (2026). Manassero Internal Degradation Framework: Deterministic Unification of Physical Laws Across Scales. Zenodo. <a href="https://doi.org/10.5281/zenodo.18321013">https://doi.org/10.5281/zenodo.18321013</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework: Deterministic Integration of Fracture Mechanics, Paris Law, J-Integral, and Weibull Statistics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18321341">https://doi.org/10.5281/zenodo.18321341</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework: Deterministic Universal Unification of Physical Laws Across Scales. Zenodo. <a href="https://doi.org/10.5281/zenodo.18321483">https://doi.org/10.5281/zenodo.18321483</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Validation of the Manassero Internal Degradation Framework Using Real Pyrolysis Data. Zenodo. <a href="https://doi.org/10.5281/zenodo.18323461">https://doi.org/10.5281/zenodo.18323461</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). The Manassero Internal Degradation Framework (MIDF): A Unified Deterministic Theory of Irreversibility, Fatigue, Damage, Thermal Degradation, Oxidation, and Emergent Time. Zenodo. <a href="https://doi.org/10.5281/zenodo.18323518">https://doi.org/10.5281/zenodo.18323518</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). The Manassero Internal Degradation Framework (MIDF): A Deterministic Superset of Continuum Damage Mechanics and Classical Fatigue Laws. Zenodo. <a href="https://doi.org/10.5281/zenodo.18323776">https://doi.org/10.5281/zenodo.18323776</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF): A Deterministic Law of Failure for Materials and Biological Systems. Zenodo. <a href="https://doi.org/10.5281/zenodo.18345330">https://doi.org/10.5281/zenodo.18345330</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF) v1.1 – Deterministic Prediction of Failure in Biological and Material Systems. Zenodo. <a href="https://doi.org/10.5281/zenodo.18345628">https://doi.org/10.5281/zenodo.18345628</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF) v1.1 – Deterministic Usage Guide and Paradigm Shift in Failure Prediction. Zenodo. <a href="https://doi.org/10.5281/zenodo.18345870">https://doi.org/10.5281/zenodo.18345870</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF) v1.2 – Deterministic Guide, Propagation Analysis, and Tissue/Material Hardness Mapping. Zenodo. <a href="https://doi.org/10.5281/zenodo.18350913">https://doi.org/10.5281/zenodo.18350913</a></p> <p><br><br><br></p> <p dir="ltr">Licensing and Use Notice</p> <p> </p> <p dir="ltr">This work is released under the Creative Commons Attribution 4.0 International</p> <p dir="ltr">License (CC BY 4.0).</p> <p> </p> <p dir="ltr">The theoretical framework (MIDF) may be freely used, shared, and adapted,</p> <p dir="ltr">provided that proper attribution to the original author is maintained.</p> <p> </p> <p dir="ltr">Medical, clinical, or commercial implementations are encouraged to involve</p> <p dir="ltr">explicit citation, collaboration, or acknowledgment of the original work,</p> <p dir="ltr">given the deterministic and conceptual nature of the framework.</p> <p> </p> <p dir="ltr">This document does not constitute medical advice.</p> <p><br><br><br></p> <p dir="ltr">sebastianhectormanassero@gmail.com</p>
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spellingShingle Manassero Internal Degradation Framework (MIDF) v1.3 – Deterministic Failure Modeling with Propagation Geometry, Structural Resistance, and Conceptual Comparison
Manassero, Sebastian Héctor
Manassero Internal Degradation Framework, MIDF, Manassero Framework, Manassero Law, Deterministic Failure Modeling, Tumor Propagation Geometry, Structural Resistance, Tissue Hardness Mapping, Internal Coherence Exhaustion, k_eff, Determinism vs Stochastic Models, Failure Physics, Oncology Modeling, Material Fatigue
<p dir="ltr">This work presents a complete and reproducible deterministic framework for predicting failure in biological and material systems based on internal coherence exhaustion. MIDF replaces probabilistic, time-driven approaches with a state-based degradation law governed by geometry, propagation surface, and structural resistance (mu).</p> <p dir="ltr">This version includes: explicit governing equations, worked examples, propagation and geometry notes, tissue/material hardness tables, a reproducible Python script, and a conceptual comparison with standard probabilistic and AI-based models. No curve fitting or post-hoc adjustment is used.</p> <p dir="ltr"> </p> <p dir="ltr"> </p> <p dir="ltr"> </p> <p dir="ltr">Manassero, S. hector . (2025). A Unified Hypothesis for Matter Stability, Aging, Time Emergence and Cosmological Phase Transitions [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010210">https://doi.org/10.5281/zenodo.18010210</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: Stability, Degradation, and the Emergence of Time [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010580">https://doi.org/10.5281/zenodo.18010580</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Internal Conjugate States of Matter: Energetic Activation, Degradation, and the Emergence of Time v3.0 [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010699">https://doi.org/10.5281/zenodo.18010699</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Internal Conjugate States of Matter: Energetic Activation, Degradation, Time Emergence, and Nuclear Processes [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18010963">https://doi.org/10.5281/zenodo.18010963</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: Hysteresis Dynamics, Gravitational Activation, and the Emergence of Time. [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18013474">https://doi.org/10.5281/zenodo.18013474</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: A Unified Framework for Hysteresis, Time Emergence, and Nuclear Phase Transitions v3.4 [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18013642">https://doi.org/10.5281/zenodo.18013642</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: A Unified Framework for Hysteresis, Time Emergence, and Nuclear Phase Transitions. Zenodo. <a href="https://doi.org/10.5281/zenodo.18013955">https://doi.org/10.5281/zenodo.18013955</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Framework for Phase-Modulated Nuclear Systems: From Hysteresis Theory to Radioactive Waste Neutralization v4.0 (4.0). Zenodo. <a href="https://doi.org/10.5281/zenodo.18014757">https://doi.org/10.5281/zenodo.18014757</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Phase Biology and Conjugate State Oncology: A Unified Framework for Cancer Neutralization. Zenodo. <a href="https://doi.org/10.5281/zenodo.18017669">https://doi.org/10.5281/zenodo.18017669</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: Applications in Phase-Modulated Nuclear Reactors, Non-Inertial Propulsion, and Resonance-Based Oncology (4.0c). Zenodo. <a href="https://doi.org/10.5281/zenodo.18017871">https://doi.org/10.5281/zenodo.18017871</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: Applications in Phase-Modulated Nuclear Reactors, Non-Inertial Propulsion, and Resonance-Based Oncology. Zenodo. <a href="https://doi.org/10.5281/zenodo.18018108">https://doi.org/10.5281/zenodo.18018108</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Master Equation: A Unified Deterministic Framework for Phase-Modulated Oncology, Metabolic Reset, and Non-Inertial Propulsion. Zenodo. <a href="https://doi.org/10.5281/zenodo.18020668">https://doi.org/10.5281/zenodo.18020668</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Deterministic Unification: Beyond Einstein's Probability—From Phase-Modulated Nuclear Stabilization to Resonance-Based Oncology. Zenodo. <a href="https://doi.org/10.5281/zenodo.18022014">https://doi.org/10.5281/zenodo.18022014</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States: A Unified Hypothesis for Matter Stability, Time Emergence and Cosmological Phase Transitions [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18024832">https://doi.org/10.5281/zenodo.18024832</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States of Matter: Energetic Activation, Degradation, Phase Transitions, Photoluminescence, and the Emergence of Time [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18025020">https://doi.org/10.5281/zenodo.18025020</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The The Manassero Deterministic Unification: Beyond Einstein's PrDeterministic Unification: Beyond Einstein's Probability—From Phase-Modulated Nuclear Stabilization to Resonance-Based Oncology. Zenodo. <a href="https://doi.org/10.5281/zenodo.18023485">https://doi.org/10.5281/zenodo.18023485</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Empirical and Biological Evidence for the Conjugate State Hypothesis: Unified Framework for Matter Stability, Phase Transitions, and Energy Management [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18035024">https://doi.org/10.5281/zenodo.18035024</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Empirical and Physical Evidence for the Conjugate State Hypothesis: Unified Framework for Matter Stability, Phase Transitions, and Energy Management [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18038552">https://doi.org/10.5281/zenodo.18038552</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: Energy Storage, Phase Transitions, and Emergent Time [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18038621">https://doi.org/10.5281/zenodo.18038621</a></p> <p> </p> <p dir="ltr">Manassero, S. héctor . (2025). Unified Theory of Internal Conjugate States: A Deterministic Framework for Energy Phase Transitions and Emergent Time. [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18039138">https://doi.org/10.5281/zenodo.18039138</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Theory of Internal Conjugate States: A Deterministic Framework for Energy Phase Transitions and Emergent Time. [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18039254">https://doi.org/10.5281/zenodo.18039254</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Equation: A Deterministic Derivation of the Speed of Light and Universal Phase Constants [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18039678">https://doi.org/10.5281/zenodo.18039678</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Operational Applications of the Manassero Conjugate State Equation: A Deterministic Framework for Phase Degradation, Stability, and System Lifetime [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18046426">https://doi.org/10.5281/zenodo.18046426</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Operational Applications of the Manassero Conjugate State Equation: Predictive Modeling of Stability, Heat, and System Lifetime [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18046649">https://doi.org/10.5281/zenodo.18046649</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Exact Phase Equilibrium in Quantum Systems: A Conjugate-State Interpretation of Stability via the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18047706">https://doi.org/10.5281/zenodo.18047706</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Comparative Analysis of Stability and Degradation Models: A Unified Phase-Based Framework via the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18047797">https://doi.org/10.5281/zenodo.18047797</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). The Manassero Equation as the Deterministic Precursor to Thermodynamics: Overcoming the Statistical Limits of Clausius Entropy [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18048053">https://doi.org/10.5281/zenodo.18048053</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Unified Integration of the Manassero Equation with Thermodynamics and Statistical Mechanics [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18048265">https://doi.org/10.5281/zenodo.18048265</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Deterministic Modeling of Static Electricity via the Manassero Equation: Internal Conjugate States in Insulating Materials [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18049062">https://doi.org/10.5281/zenodo.18049062</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Deterministic Energy Distribution in Nodes and Antinodes Using the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058239">https://doi.org/10.5281/zenodo.18058239</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). A Deterministic Energy Balance Model for Static and Coherent Energy Accumulation in Materials [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058247">https://doi.org/10.5281/zenodo.18058247</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Pre-Quantization Dynamics: The Manassero Equation as a Deterministic Precursor to Planck Energy Exchange [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058330">https://doi.org/10.5281/zenodo.18058330</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Mathematical Modeling of Pressure-Induced Conjugate Energy States Using the Manassero Equation [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058442">https://doi.org/10.5281/zenodo.18058442</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. hector . (2025). The Manassero Law of Internal Energy Stability: A Deterministic Principle for Stable Configurations Across Physical, Biological, and Material Systems [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058656">https://doi.org/10.5281/zenodo.18058656</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Application of the Manassero Law of Internal Energy Stability to Plant Height Adaptation A Deterministic Energetic Framework for Biological Growth Under Environmental Constraints [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058691">https://doi.org/10.5281/zenodo.18058691</a></p> <p><br><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Deterministic Energetic Interpretation of Tidal Dissipation and Lunar Recession Using the Manassero Law of Internal Energy Stability [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18058871">https://doi.org/10.5281/zenodo.18058871</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Extending Special Relativity with the Manassero Law of Internal Energy Stability: Deterministic Predictions and Usage Manual (β Open Variable) [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18059529">https://doi.org/10.5281/zenodo.18059529</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2025). Internal Time as a Deterministic Factor in Classical and Quantum Systems: Extending Physics with the Manassero Law of Internal Energy Stability [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18062891">https://doi.org/10.5281/zenodo.18062891</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). Internal Conjugate States and Internal Time: A Deterministic Framework for Classical, Quantum, and Mesoscopic Systems [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18063335">https://doi.org/10.5281/zenodo.18063335</a></p> <p> </p> <p dir="ltr">Manassero, S. hector . (2025). Internal Conjugate States and Internal Time: A Deterministic Framework for Classical and Quantum Systems with Experimental Protocol for β Measurement [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18063914">https://doi.org/10.5281/zenodo.18063914</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2025). On the Role of Internal Time and Emergent Determinism in Physical Decay Processes: A Formal Response to Conceptual and Theoretical Criticisms [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18077303">https://doi.org/10.5281/zenodo.18077303</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Internal Energy Regulation and Stellar Evolution: A Deterministic Interpretation Using the Manassero Law [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165408">https://doi.org/10.5281/zenodo.18165408</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Internal Time and Deterministic Decay of the Free Neutron: A Manassero-Law-Based Interpretation of Neutron Instability [Data set]. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165428">https://doi.org/10.5281/zenodo.18165428</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). The Emergence of Exponential Decay from Internal Degradation Dynamics A Deterministic Internal-Time Framework for Matter Stability and Decay. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165587">https://doi.org/10.5281/zenodo.18165587</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). The Emergence of Exponential Decay from Internal Degradation Dynamics: A Deterministic Internal-Time Framework for Matter Stability and Decay. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165853">https://doi.org/10.5281/zenodo.18165853</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). A Unified Deterministic Framework for Matter Stability, Internal Time, and Exponential Decay. Zenodo. <a href="https://doi.org/10.5281/zenodo.18165959">https://doi.org/10.5281/zenodo.18165959</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Metal Fatigue: Internal Degradation Dynamics in Copper, Bronze, Aluminum, and Steel. Zenodo. <a href="https://doi.org/10.5281/zenodo.18166181">https://doi.org/10.5281/zenodo.18166181</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Voltage-Induced Coloration of Titanium as an Observable of Internal Degradation Dynamics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18273678">https://doi.org/10.5281/zenodo.18273678</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Internal Degradation Dynamics in Electrolysis and Electromagnetism: A Unified Coherence-Based Interpretation. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309243">https://doi.org/10.5281/zenodo.18309243</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). The Deterministic Origin of Electromagnetic Communication: Internal Coherence and Degradation Dynamics in Radiofrequency Systems. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309349">https://doi.org/10.5281/zenodo.18309349</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Time: Internal Degradation as the Physical Generator of Temporal Flow. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309610">https://doi.org/10.5281/zenodo.18309610</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Relative Determination of Internal Coherence in Identical Materials via Deterministic Degradation Thresholds. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309714">https://doi.org/10.5281/zenodo.18309714</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). A Deterministic Ontology of Matter, Degradation, and Time: The Manassero Principle of Internal Stability and Emergent Irreversibility. Zenodo. <a href="https://doi.org/10.5281/zenodo.18309926">https://doi.org/10.5281/zenodo.18309926</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Emergence of Classical Fatigue Laws and the Fatigue Limit in Metals Stress-Dependent Internal Degradation and Measurable Coherence Dynamics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18310199">https://doi.org/10.5281/zenodo.18310199</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Basquin's Law: A Theorem on Fatigue as Emergent Internal Degradation. Zenodo. <a href="https://doi.org/10.5281/zenodo.18310621">https://doi.org/10.5281/zenodo.18310621</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Origin of Hooke's Law as a Limit of Internal Coherence Dynamics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18318818">https://doi.org/10.5281/zenodo.18318818</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Internal Degradation and Coherence as the Physical Origin of Elasticity, Damage, and Fatigue: The Manassero Framework as a Superset of Continuum Damage Mechanics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18319110">https://doi.org/10.5281/zenodo.18319110</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Qualitative Validation of High-Cycle Fatigue Behavior in Ferrous and Non-Ferrous Alloys Using the Manassero Internal Degradation Framework. Zenodo. <a href="https://doi.org/10.5281/zenodo.18319466">https://doi.org/10.5281/zenodo.18319466</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation and Quantum Systems: Deterministic Emergence of Coherence, Decoherence, and Internal Time. Zenodo. <a href="https://doi.org/10.5281/zenodo.18320780">https://doi.org/10.5281/zenodo.18320780</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. hector . (2026). Manassero Internal Degradation Framework: Deterministic Unification of Physical Laws Across Scales. Zenodo. <a href="https://doi.org/10.5281/zenodo.18321013">https://doi.org/10.5281/zenodo.18321013</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework: Deterministic Integration of Fracture Mechanics, Paris Law, J-Integral, and Weibull Statistics. Zenodo. <a href="https://doi.org/10.5281/zenodo.18321341">https://doi.org/10.5281/zenodo.18321341</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework: Deterministic Universal Unification of Physical Laws Across Scales. Zenodo. <a href="https://doi.org/10.5281/zenodo.18321483">https://doi.org/10.5281/zenodo.18321483</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Deterministic Validation of the Manassero Internal Degradation Framework Using Real Pyrolysis Data. Zenodo. <a href="https://doi.org/10.5281/zenodo.18323461">https://doi.org/10.5281/zenodo.18323461</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). The Manassero Internal Degradation Framework (MIDF): A Unified Deterministic Theory of Irreversibility, Fatigue, Damage, Thermal Degradation, Oxidation, and Emergent Time. Zenodo. <a href="https://doi.org/10.5281/zenodo.18323518">https://doi.org/10.5281/zenodo.18323518</a></p> <p><br><br></p> <p dir="ltr">Manassero, S. H. (2026). The Manassero Internal Degradation Framework (MIDF): A Deterministic Superset of Continuum Damage Mechanics and Classical Fatigue Laws. Zenodo. <a href="https://doi.org/10.5281/zenodo.18323776">https://doi.org/10.5281/zenodo.18323776</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF): A Deterministic Law of Failure for Materials and Biological Systems. Zenodo. <a href="https://doi.org/10.5281/zenodo.18345330">https://doi.org/10.5281/zenodo.18345330</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF) v1.1 – Deterministic Prediction of Failure in Biological and Material Systems. Zenodo. <a href="https://doi.org/10.5281/zenodo.18345628">https://doi.org/10.5281/zenodo.18345628</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF) v1.1 – Deterministic Usage Guide and Paradigm Shift in Failure Prediction. Zenodo. <a href="https://doi.org/10.5281/zenodo.18345870">https://doi.org/10.5281/zenodo.18345870</a></p> <p> </p> <p dir="ltr">Manassero, S. H. (2026). Manassero Internal Degradation Framework (MIDF) v1.2 – Deterministic Guide, Propagation Analysis, and Tissue/Material Hardness Mapping. Zenodo. <a href="https://doi.org/10.5281/zenodo.18350913">https://doi.org/10.5281/zenodo.18350913</a></p> <p><br><br><br></p> <p dir="ltr">Licensing and Use Notice</p> <p> </p> <p dir="ltr">This work is released under the Creative Commons Attribution 4.0 International</p> <p dir="ltr">License (CC BY 4.0).</p> <p> </p> <p dir="ltr">The theoretical framework (MIDF) may be freely used, shared, and adapted,</p> <p dir="ltr">provided that proper attribution to the original author is maintained.</p> <p> </p> <p dir="ltr">Medical, clinical, or commercial implementations are encouraged to involve</p> <p dir="ltr">explicit citation, collaboration, or acknowledgment of the original work,</p> <p dir="ltr">given the deterministic and conceptual nature of the framework.</p> <p> </p> <p dir="ltr">This document does not constitute medical advice.</p> <p><br><br><br></p> <p dir="ltr">sebastianhectormanassero@gmail.com</p>
title Manassero Internal Degradation Framework (MIDF) v1.3 – Deterministic Failure Modeling with Propagation Geometry, Structural Resistance, and Conceptual Comparison
topic Manassero Internal Degradation Framework, MIDF, Manassero Framework, Manassero Law, Deterministic Failure Modeling, Tumor Propagation Geometry, Structural Resistance, Tissue Hardness Mapping, Internal Coherence Exhaustion, k_eff, Determinism vs Stochastic Models, Failure Physics, Oncology Modeling, Material Fatigue
url https://doi.org/10.5281/zenodo.18363275