Exact(5)
Most scientists have messy data, contradictory data, incomplete data, ambiguous data.
In this way, various well-constrained problems with a few exceptions are solved, over-constrained scenes and input data contradictory to some well-known mathematical theorems are detected, and the algorithm is proved successful in many under-constrained cases as well.
Motivation: Systems biology models can be used to test new hypotheses formulated on the basis of previous knowledge or new experimental data, contradictory with a previously existing model.
In addition, different rodent strains used, different maintaining conditions, and obvious gender dependence of the stress response make a large portion of the published data contradictory and fragmentary.
The remaining two thirds were either not inferred as differentially regulated (labeled as "GeneChip no Change" in Figure 4a), or were called down-regulated in iDC according to GeneChip microarray profiling data, contradictory to their presence in the iDC minus monocytes SSH cDNA library (labeled as "GeneChip Contradictory" in Figure 4a).
Similar(55)
Where the data is contradictory or nonexistent, then the group must find qualified researchers to fill the gaps.
It aims to create a freely accessible venue for single findings, even confirmatory data and contradictory data.
Calling the results "absurd," anthropologist Erik Trinkaus of Washington University in St .Louis, Missouri, says that the authors fail to reconcile molecular clock data with contradictory anthropological and archaeological data.
Even new routes (trandermal patch and vaginal ring) seem to be associated with an increased VTE risk, but data are contradictory [41 43].
Treating the underlying cause may improve aspirin sensitivity but current data are contradictory with no large clinical trials that have addressed this.
People would not listen to you if your data was contradictory to their precious hypothesis.
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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