A Data‑Driven, Post‑Acquisition Quality Diagnostic Pipeline for Isotope Analysis by MC-ICP-MS

Key Points

• The aim is to improve the evaluation process of data obtained from MC-ICP-MS through a data-driven approach.
• Developed a diagnostic pipeline that utilizes data analysis techniques.
• Applied this pipeline to post-acquisition data from MC-ICP-MS.
• Focused on reducing subjectivity in quality control and evaluation.
• Enhanced consistency in the evaluation of isotope analysis results.
• Identified key factors influencing measurement quality.
• Demonstrated potential for automation in the diagnostic process.