About the Authors

Edmore Marinda

Roles Conceptualization, Formal analysis, Visualization, Writing – original draft

edmorem@uj.ac.za

Affiliations Human Science Research Council, Impact Centre, Pretoria, South Africa, University of Johannesburg, SAMRC/UJ Pan African Centre for Epidemics Research (PACER), Johannesburg, South Africa

Yashena Naidoo

Roles Writing – review & editing

Affiliations Gauteng City-Region Observatory, Johannesburg, South Africa, Gauteng City-Region Observatory is a Partnership of the University of Johannesburg, the University of the Witwatersrand, the Gauteng Provincial Government and Organised Local Government in Gauteng (SALGA), Johannesburg, Gauteng, South Africa,, University of the Witwatersrand, Johannesburg, South Africa

Mmakotsedi Magampa

Roles Writing – original draft, Writing – review & editing

Affiliation Human Science Research Council, Impact Centre, Pretoria, South Africa

Abongile Pindo

Roles Writing – original draft, Writing – review & editing

Affiliation Human Science Research Council, Impact Centre, Pretoria, South Africa

Mercy Ngungu

Roles Writing – review & editing

Affiliation Human Science Research Council, Impact Centre, Pretoria, South Africa

Kwanele Qonono

Roles Writing – review & editing

Affiliation Human Science Research Council, Impact Centre, Pretoria, South Africa

Lwando Mdleleni

Roles Writing – review & editing

Affiliation Human Science Research Council, Impact Centre, Pretoria, South Africa

Makgalane Ramontsha

Roles Writing – review & editing

Affiliation Human Science Research Council, Impact Centre, Pretoria, South Africa

Competing Interests

The authors have declared that no competing interests exist.