Electrical Transport — Machine Learning-Based Prediction of Proton Conductivity in Metal-Organic Frameworks

Measurement evidence

Electrical Transport

Machine Learning-Based Prediction of Proton Conductivity in Metal-Organic Frameworks · Han S., Lee B.G., Lim D.-W. et al. · Chemistry of Materials · 2024 · 11280-11287

1 measurement group · 9 results

Reported values remain attached to the sample, method, conditions, extraction quality and source location that produced them.

Extraction/digitisation of reported proton conductivity values from prior MOF papers

literature proton-conductivity entries · Unknown

Conductivity entries include DOI, CSD reference code/name, proton conductivity, temperature, relative humidity, and guest molecule information.

Temperature
varied; majority at 298 K
Atmosphere
varied humidity; RH included where reported
Context
paper_level_unspecified
Measurement source
11281 · Data Extraction and Curation · Figure 1
PropertyReported valueNormalised valueUncertaintyOrigin and qualitySource
most frequent relative humidity condition98% was the most frequently used conditionText
Exact Reported
11282 · Data Extraction and Curation · Figure 2c
most common measurement temperaturemajority at 298 KText
Exact Reported
11282 · Data Extraction and Curation · Figure 2b
proton-conductivity database size3388 data pointsText
Exact Reported
11282 · Data Extraction and Curation
database DOI count172 DOIsText
Exact Reported
11282 · Data Extraction and Curation
entries with guest molecules1044 guest entriesFigure Axis
Exact Reported
11282 · Data Extraction and Curation · Figure 2d
humidity data used for mechanism distribution431 humidity dataCaption
Exact Reported
S-3 · Supporting Information · Figure S1
entries without guest molecules2344 no-guest entriesFigure Axis
Exact Reported
11282 · Data Extraction and Curation · Figure 2d
approximate lower plotted proton-conductivity rangeapproximately -12.5 log sigma (S/cm)Visual Estimate
Approximate
S-7 · Supporting Information · Figure S3
approximate upper plotted proton-conductivity rangeapproximately -1 log sigma (S/cm)Visual Estimate
Approximate
S-7 · Supporting Information · Figure S3