Shelvey – who has missed the Magpies’ last five games through injury – will start in midfield alongside Isaac Hayden, who is recalled to the side as head coach Steve Bruce shuffles his pack for the visit of the in-form Clarets.
Martin Dúbravka continues in goal while United will revert to a four-man defence, with Javier Manquillo – who also returns to the team after a lengthy spell out with a hamstring injury – and Danny Rose as full backs either side of captain Jamaal Lascelles and Federico Fernández.
Matt Ritchie is also brought into the starting 11 to play wide on the right-hand side of midfield, with Shelvey and Hayden in the middle and Joelinton on the left.
And Dwight Gayle and Miguel Almirón will spearhead Newcastle’s attack as they look for a first league victory since January’s 1-0 win over Chelsea.
The Magpies’ bench is a strong one, with Allan Saint-Maximin, Fabian Schär, DeAndre Yedlin, Florian Lejeune, Sean Longstaff and Nabil Bentaleb all named among the substitutes, along with goalkeeper Karl Darlow.
Newcastle United: Martin Dúbravka; Javier Manquillo, Jamaal Lascelles, Federico Fernández, Danny Rose; Matt Ritchie, Jonjo Shelvey, Isaac Hayden, Joelinton; Dwight Gayle, Miguel Almirón.
Substitutes: Karl Darlow, DeAndre Yedlin, Fabian Schär, Florian Lejeune, Sean Longstaff, Nabil Bentaleb, Allan Saint-Maximin.