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Introduce a model version control system, which will allow models to be continuously updated whilst providing robust provenance of model predictions.
Here we establish a foundation for more robust provenance studies and field sampling strategies through a discussion of (1) quarry identification and (2) sampling within prospective sources.
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It is identified as a theropod by the gynglymous articular surfaces and deep collateral ligament pits, and is referred to Tyrannosaurus on the basis of its large size, robust construction, and provenance.
Detrital zircon ages of meta-sediments provide robust constraints on their provenance from the Ili-Central Tianshan Arc.
However, Fawcett was working with an international trade union body to examine the evidence so they could be "absolutely assured of its provenance, authenticity and that all findings are robust and factual".
The blockchain is a distributed public ledger for tracking provenance in a way that's more robust and accessible than a paper trail.
The disadvantage of the distributed provenance schemes is that provenance decoding is not robust.
We show that the form of these relationships is robust across models that assume very different patterns of variance covariance among oak provenances, from identity models assuming total independence to models that estimate covariance based on population genetic and provenance origin data.
However, the software not only tracks the provenance of underlying empirical records through space and time, but also is robust to inferential modeling results and expert knowledge, which allows for future empirical discovery and validation.
Even for testing within a single lab, the use of inherent sample and data identification methods, as described in this study, seems a robust approach to fulfil the regulatory requirement for providing a full audit trail and ensuring data provenance [ 26, 27].
Because the entire provenance graph is encoded into a single packet, the lossless provenance compression schemes are more robust compared to the block provenance schemes and the distributed provenance schemes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com