Chest X-ray Lines/Tubes Classifier Identifies presence of multiple classes of lines and tubes on chest x-rays (ETT/CVC/NGT), and whether they are malpositioned. Label Classes 0: ETT 1: CVC 2: NGT 3: ETT malpositioned 4: CVC malpositioned 5: NGT malpositioned