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The humans act as the mechanical turks training the algorithms to whatever custom task the person setting up the system requires.
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Today, Google announced that it was bringing location-based notifications and voice-optimized routine functionality to its Home devices so it could complete regular custom tasks without you having to pepper it with commands, stuff like this would be ideal for earbuds that are always-listening, something that Google could do much more with than Apple.
Still, because most research questions cannot be implemented using only simple set operations on k-mer lists, we expect that both the initial and final steps of analysis will be performed using custom task-specific tools.
There are very few limits on what custom tasks may do: Vadaparty [ 36] describes a custom-task set for WWF created at Merrill Lynch that invokes multiprocessor parallel hardware over a network to execute complex finance-related tasks in a manner transparent to the non-programmer workflow author.
This allows individual users to formulate queries to perform their custom tasks.
However, they provide an Application Programming Interface (API) that allows developers to implement custom tasks (with well-defined inputs and outputs) using traditional languages.
One way to do this is for CGSs to "compile" guideline definitions into a general-purpose workflow language, with medicine-specific functionality being implemented as calls to custom tasks.
Task analysis and workload assessment All tasks performed by anaesthetists and anaesthetic trainees in the operating theatre were directly coded and entered on to a computer with a custom written task analysis program, based on the work of Weinger 36 35 but modified to focus on tasks specifically relevant to drug administration and anaesthetic record making.
There's lots more under the hood to experiment with, but this will allow anyone to tweak and prod their Siri commands until they have a small army of custom assistant tasks at the ready.
On the far left, business users get a high degree of abstraction but primarily so they can focus on creating apps out of custom processes, tasks and other business functions.
Two custom designed tasks of spatial localization were used.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com