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For me there are no variables left.
This was because using too many variables left each subject looking so different from the others that there was no way to spot similarities.
See, if I just say I have this relation, that means I have two independent variables left, whichever two of the three I want.
Measurements and Main Results: Serial measurements were made of hemodynamic variables, left ventricular end-systolic (ESA) and end-diastolic (EDA) areas, fractional-area-of-contraction (FAC), time of hypoperfusion (when mean arterial pressure ≤50 mmHg postshock), and applied conversion energy.
Using multiple linear regression analysis of 18 variables, left anterior descending infarct artery, baseline Thrombolysis In Myocardial Infarction grade 0/1 flow, male gender, and prolonged door-to-balloon time were powerful independent predictors of infarct size (all p <0.0001).
We introduce the non-dimensional variables left.
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For supersonic outflow, where all the characteristic variables leave the computational domain, this leads to accurate results.
Importantly (but not exhaustively), subsequent analysts have no control over the available variables, leaving the possibility that an important confounder or common cause is not available for inclusion.
It can then remove the impact of sensitive variables — leaving only the residual impact say, for example, that 'likelihood to own a home' would have on a model output, instead of the output being derived from age and likelihood to own a home, and therefore risking decisions being biased against certain age groups.
The core idea of the Lie symmetry method is that one-parameter groups of transformations acting on the space of the independent and dependent variables leave the NLPDEs unchanged [2 5].
It can then remove the impact of sensitive variables — leaving only the residual impact say, for example, that 'likelihood to own a home' would have on a model output, instead of the output being derived from age and likelihood to own a home, and therefore risking decisions being biased against certain age groups.
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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