===== 🧠 Conceptual Ambiguity ===== **Conceptual ambiguity** refers to the use of vague, imprecise, or ill-defined concepts that lack clear boundaries or operational definitions, leading to confusion or misinterpretation in scientific discourse. ==== ⚠️ Key Characteristics ==== * Undefined or shifting terms (e.g., “functional outcome” without specification) * Lack of clarity about study population or intervention scope * Implicit assumptions not explicitly addressed * Overlap between distinct categories without proper justification ==== 📉 Why It Matters ==== * Undermines the internal validity of research * Hinders reproducibility and evidence synthesis * Facilitates biased conclusions or oversimplified narratives * Obstructs proper clinical translation ==== 🧪 Example in Context ==== * Comparing "microsurgical" vs. "endovascular" treatment without accounting for aneurysm morphology, size, or location introduces **conceptual ambiguity**—because the two groups are not truly equivalent or comparable in real clinical terms. ==== ✅ Best Practice ==== * Define all key terms explicitly * Disclose assumptions and group criteria clearly * Justify comparisons with solid conceptual alignment