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In other words, the ML model performed at least as well as a second human analyst would be expected to do.
Moreover, model comparison statistics indicated that the reported model performed at least as well as the alternative parsimonious model specifications.
The MOH-led Care Grouperformederformed at least as well as the NGO-led model in achieving specific child health and nutrition outcomes.
In conclusion, the bridged KPD model performed at least as well for warfarin maintenance dose prediction in children as algorithms developed on data from children.
The DiD analysis therefore demonstrates that the MOH-led model performed at least as well as the NGO-led model in all 10 outcome indicators.
Notes: ** p<.01 We found that the MOH-led Care Grouperformederformed at least as well as the NGO-led model in achieving specific child health and nutrition outcomes.
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The results provide interesting insights into the ordering of memory-retrieval and guessing processes and show that the model performs at least as well as established benchmarks such as the diffusion model.
The evaluation shows that the model performs at least as well as CTDMPLUS (Perry, S.G., 1992. CTDMPLUS, a dispersion model for sources near complex topography. Part I: technical formations. Journal of Applied Meteorology 31, 633 645), a more comprehensive model designed for complex terrain applications.
In our tests, this model performs at least as well, and often better than existing methods, and involves fewer requirements or assumptions.
Using this more demanding measure of clinical utility, the PiPS-A models performed at least as well as the clinicians (PiPS-A predictions correct on 59.6% of occasions and multi-professional predictions correct on 57.5%).
The first evaluation consisted of fitting the model developed using utilisation and demographic data from 2011, along with historical variables based on 2004 2010 data, and outcomes (hospitalisation or death) from 2012 and then computing a C-statistic to evaluate how the models performed at predicting those outcomes on which the models were conditioned.
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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