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For example, when we chose 0.5 as the probability threshold to infer the interaction type, >99% of positive DTIs predicted by our algorithm were consistent (i.e. <1% of DTIs were predicted as both direct and indirect interactions).
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Although calibration ratios showed that Adjuvant! overestimated recurrence free survival for the cohort to a greater degree than the prognostic model, accuracy and discrimination statistics suggested both tools predicted as well as each other at the patient level.
I predicted as much.
Filmmaker Andrew Jarecki could have predicted as much.
The Bloomberg camp predicts as many as 1.3 million.
The direction of such theoretical bias is hard to predict, as both negative and positive prior experiences could influence the attitude towards the SGAs under investigation.
If we check the annotated signal anchors with the SignalP algorithm [ 52], 372 of the 1767 signal anchors were predicted as signal peptides both by the Hidden Markov Model (HMM) and the neural network versions of SignalP.
ProtComp v9.1 (with LocDB and PotLocDB, proteins predicted as secreted by both NNets and Integral predictions; http://www.softberry.com) and WoLF PSort v0.2 [ 88] software were combined to infer the protein localization for the fungi studied (Extr ≥ 17).
In addition to the shared predicted essential reactions for all E. coli strains examined, there were two lineage-specific reactions predicted as essential under both aerobic and anaerobic conditions for both EHEC strains (iEco1344_EDL933, iEco1345_Sakai), and the corresponding reactions were for fumarate reductase and glycolate oxidase.
We trained one instance of SVM3 for human and one for mouse, and only retained candidates that were predicted as positive in both organisms.
Our conservative approach for generating a model consensus was to keep any area predicted by either climate model but to discard areas not predicted as suitable by both algorithms (equivalent to an "or" operation for climate models and an "and" operation for algorithms).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com