Appreciating the difference between design-based and model-based sampling strategies in quantitative morphology of...

Area of Science:

• Neuroscience
• Quantitative Morphology
• Stereology

Background:

• Recent advancements in quantitative morphology techniques for neuromorphological research.
• Existing confusion and debate surrounding new techniques, particularly design-based sampling strategies.
• Uncertainty regarding the meaning, implications, and advantages of these novel methods.

Purpose of the Study:

• To clarify the inferential paradigms of sampling strategies in morphoquantitative methods: design-based versus model-based.
• To reduce confusion and facilitate the adoption of new neuromorphological techniques.
• To provide guidance for scientists in selecting appropriate methods for their research goals.

Main Methods:

• Description and contrast of morphoquantitative methods based on their sampling strategy (design-based vs. model-based).
• Critical discussion of the term 'stereology' and its application to specific methods.
• Analysis of the inferential paradigms underlying different quantitative morphology approaches.

Main Results:

• Distinction between design-based and model-based sampling strategies in quantitative morphology.
• Identification of sources of confusion regarding the application and interpretation of new neuromorphological techniques.
• Recommendations for assessing the suitability of methods for specific research objectives.

Conclusions:

• Clarification of design-based sampling strategies enhances understanding and application of quantitative morphology techniques.
• Addressing methodological confusion promotes wider adoption of advanced neuromorphological tools.
• Guidance on method selection empowers researchers to achieve specific study goals effectively.