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Updated: Jan 1, 2026

Author Spotlight: Accelerating Discovery in Microporous Material Chemistry
Published on: October 6, 2023
Does repeat synthesis in materials chemistry obey a power law?
Mayank Agrawal1, Rebecca Han1, Dinushka Herath1
1School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, GA 30332-0100.
Researchers analyzed the reproducibility of scientific data by tracking material synthesis reports. A power-law model explains repeat syntheses for many metal-organic frameworks (MOFs), with some "supermaterials" showing higher replication rates.
Area of Science:
- Materials Science
- Chemistry
- Scientific Reproducibility
Background:
- Assessing the reproducibility of experimental measurements is crucial for scientific data validation.
- Tracking repeat syntheses in scientific literature provides quantitative insights into replication frequency.
- Metal-organic frameworks (MOFs) are a significant class of materials with diverse applications.
Purpose of the Study:
- To quantitatively assess the frequency of repeated material synthesis in scientific literature.
- To develop and validate a power-law model for predicting repeat synthesis occurrences.
- To identify factors influencing the replication of newly reported materials, particularly MOFs.
Main Methods:
- Collected quantitative data on the synthesis of newly reported materials from scientific literature.
- Developed a power-law model to describe the frequency of repeat syntheses.
- Assessed the model's validity using data from metal-organic frameworks (MOFs).
- Analyzed the distribution of replication frequencies to identify deviations from the model.
Main Results:
- A power-law model effectively describes the frequency of repeat syntheses for many MOFs.
- A small subset of MOFs, termed "supermaterials," exhibit replication frequencies significantly exceeding the power-law prediction.
- Data suggest a substantial number of replicate syntheses are performed but not published.
Conclusions:
- The frequency of material synthesis replication in the literature can be modeled using a power law.
- The existence of "supermaterials" indicates unique properties driving extensive research and replication.
- Encouraging the reporting of all replicate experiments could significantly enhance the visibility of reproducibility efforts in materials chemistry.
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