High risk pediatric patients are children who have a greater likelihood of developing serious health complications due to underlying medical conditions, environmental factors, or genetic predispositions. These patients may include those with chronic illnesses like asthma, diabetes, congenital heart defects, premature birth, or immunodeficiencies.