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Sysomos claims an 85% overall match rate between its MAP classification algorithms compared to gold standard manual (ie, human expert) categorisation.
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Second, another panel of international experts assessed the categorisation of the key features and their distribution across the domains of the RMIC.
A third expert reviewed the final categorisation.
Moreover, the categorisation of the expert diagnosis followed the standard practice based on the International Clinical Retinopathy and Diabetic Macula Oedema Disease Severity Scale.
This resulted in 49 similar molecule-pairs and 51 non-similar molecules-pairs; then, once each of the molecule-pairs had been categorised in this way, the expert judgments were used to assess the categorisation ability of similarity measures based on 2D fingerprints.
This resulted in an additional 16 features that experts reached an agreement on regarding the categorisation under one of the seven domains of the taxonomy.
This categorisation was performed by an independent expert who was blinded to patients' outcome.
The expert panel agreed that these classification criteria should be applicable only to people with symptomatic disease because the prognosis of asymptomatic disease is presently not well delineated in the literature, and to enable categorisation based on features of symptomatic episodes.
The categorisation of concepts is developed by nursing experts [ 6, 7, 21].
Based on the results of Round 1, a summary report was provided to the experts with the following key feedback information: 1) respondents' own categorisation of each feature, 2) whether consensus was achieved regarding the categorisation in Round 1, and 3) a summary of qualitative comments.
Test the categorisation of the key features across the domains of the RMIC against international expert opinions.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com