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Software . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2025
License: CC BY
Data sources: Datacite
ZENODO
Software . 2025
License: CC BY
Data sources: Datacite
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A MATLAB code for analyzing the distribution of CH distribution in C3S paste

Authors: Wang, Xin;

A MATLAB code for analyzing the distribution of CH distribution in C3S paste

Abstract

A MATLAB code for analyzing the distribution of CH distribution in C3S paste Core Functionality Circle Detection via Monte Carlo Simulation Generates num_simulations random circles within the image boundaries using uniform sampling Calculates pixel intensity sums within each circle's radius Ranks circles by pixel coverage and retains top num_circles_to_keep candidates Spatial Distribution Analysis Distance Matrix: Computes pairwise Euclidean distances between circle centers Uniformity Metrics: Average Nearest Neighbor Distance: Quantifies spatial clustering Clark-Evans Index: Tests randomness hypothesis (value >1 indicates uniformity) Moran's I: Measures spatial autocorrelation (requires custom spatial weights) Visualization Overlays detected circles on original/image masks using viscircles Plots center distributions via scatter plots with axis equalization Input/Output Specifications Parameter Description image Binary matrix (0-1 values) radius Pixel radius of target circles num_circles_to_keep Top-ranked circles by intensity summation Output circle_centers Coordinates matrix [X,Y] of optimal circles

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average