Unified Framework [Neurosurgery Wiki]

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===== 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]]**.