===== Unified Framework ===== A **unified [[framework]]** refers to a **comprehensive, integrated model or system** that combines **multiple methods, tools, or perspectives** into a **coherent structure** for solving a complex problem or performing a task. ==== Key Features ==== * **Integration**: Brings together diverse components (e.g., algorithms, anatomical landmarks, data sources) into a single workflow. * **Consistency**: Aims to standardize procedures across subjects, datasets, or use cases. * **Scalability**: Intended to apply to multiple situations, populations, or pathologies. * **Flexibility**: Can adapt to different inputs or clinical scenarios. ==== When Legitimate ==== * Based on **validated components** with proven interoperability. * Demonstrates **clear added value** compared to isolated techniques. * Provides **reproducible results** and has been **tested across settings**. ==== When Misused (Buzzword Warning ⚠️) ==== * Used to **rebrand a collection of loosely connected steps** without genuine integration. * Claimed as “unified” despite being **tested on a narrow or trivial sample** (e.g. 4 patients). * Lacks [[standardization]], [[validation]], or **[[clinical translation]]**.