Convolutional neural networks quantify antibiotic resistance in Mycobacterium tuberculosis with diagnostic grade accuracy and predict treatment response

S Sanjana G. Kulkarni A Anna G. Green B Brendon C. Mann S Samantha Malatesta S Suchitra Kulkarni-Goodwin N Nina Cesare S Shandukani Mulaudzi N Noorjahn Rawoot K Keertan Dheda S Shaheed Vally Omar H Hafid Soualhine N Nazir Ismail B Barun Mathema N Neel Gandhi H Helen McIlleron (Department of Medicine, University of Cape Town, Cape Town, South Africa) S Satoshi Mitarai K Kyungjong Kim H Helen Cox S Stuart Meier E Elizabeth Streicher S Sacha Laurent T Timothy Rodwell C Carl-Michael Nathanson B Barry Kreiswirth E Elise DeVos D Daniela Cirillo V Vincent E. Escuyer E Elena Martinez V Vitali Sintchenko A Anzaan Dippenaar T Tim Heupink A Annelies Van Rie J James C. M. Brust R Robin M. Warren K Karen R. Jacobson M Maha R. Farhat