{"repo":"AmirhosseinHonardoust/Physiological-Debt-Accumulation-Engine","free":true,"listed":false,"github":"https://github.com/AmirhosseinHonardoust/Physiological-Debt-Accumulation-Engine","clone":"git clone https://github.com/AmirhosseinHonardoust/Physiological-Debt-Accumulation-Engine.git","description":"A systems-level analysis engine that models sleep as a recovery debt process rather than a nightly outcome. Using physiological traits and ecological pressure signals, it estimates predicted sleep need, quantifies sleep debt, and visualizes how stress accumulates silently before visible fatigue or failure occurs.","language":"Python","stars":15,"topics":["counterfactual-analysis","data-visualization","early-warning-systems","health-analytics","interpretable-ml","machine-learning","python","recovery-modeling","research-prototype","sleep-analysis"],"license":"MIT","category":"machine-learning","readme_excerpt":"Systems Interpretation & Visual Deep Dive --- Physiological Debt Accumulation Engine This section exists for readers who do not want a demo, a dashboard, or a prediction. It is written for readers who want to understand: What kind of system is being modeled Why sleep is treated as a debt rather than a behavior Why failure does not appear suddenly Why prediction is secondary to pressure accounting --- Why This Project Exists Most sleep analytics tools ask: “How many hours did you sleep?” This engine asks a more dangerous question : “How much recovery did your physiology require and did you pay for it?” That distinction changes everything. Sleep duration is an output variable . Sleep need is a hidden state . This engine is built around the idea that biological systems fail due to accumulated imbalance , not discrete mistakes. --- Conceptual Model: Physiological Debt Physiological debt is defined here as: The persistent gap between required recovery and realized recovery under structural constraints. Key properties of physiological debt: It accumulates silently It is partially buffered It becomes visible only after buffers degrade It explains delayed collapse better than point predictions This mirrors real-world phenomena: Burnout Immune suppression Cognitive fatigue Injury risk escalation Ecosystem collapse --- Profile Snapshot, Defining the System’s Constraints What a “profile” actually means A profile is not an individual . It is a closed biological system with fixed structur","default_branch":null,"files":null,"tree":[],"storefront":"/r/AmirhosseinHonardoust","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/AmirhosseinHonardoust/Physiological-Debt-Accumulation-Engine/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}