Senegal

Introduction

The Council for the Development of Social Science Research in Africa (CODESRIA) – an independent pan-African research organisation primarily focusing on social sciences research in Africa, head-quartered in Dakar, Senegal – publish 11 Open Access journals . The most recent books published by CODESRIA are available in full-text in Open Access .

To date there are two Open Access repositories in Senegal: Biens Culturels Africains at l'IFAN and Bibliothèque SIST Sénégal .

Le Consortium des Bibliothèques de l’enseignement supérieur du Sénégal (COBESS) promotes Open Access in Senegal and together with EIFL has organized the first national Open Access workshop on February 9-10, 2010 at UCAD II de l’Université Cheikh Anta Diop de Dakar.

Organisation pour la Mise en Valeur du Fleuve SÉNÉGAL (OMVS), Centre Régional de Documentation (CRD) and Association Sénégalaise des Bibliothécaires, Archivistes et Documentalistes have signed the Budapest Open Access Initiative – a major declaration in support of Open Access.

Researchers from Senegal publish articles in international Open Access journals, for example 110 articles have been published with BioMed Central – an STM (Science, Technology and Medicine) publisher which has pioneered the Open Access publishing model – and among them there are highly accessed articles by researchers from District of Ndoffane, Ministry of Health; Faculty of Medicine and Faculté des Sciences et Techniques, Université Cheikh Anta Diop; Fatick Medical Region, Fatick Health District; Helen Keller International; Institut de Recherche pour le Développement; Institut Pasteur de Dakar; Hôpital Aristide Le Dantec; Ministry of Health and Medical Prevention; NetMark Partnership; Academy for Educational Development; and President's Malaria Initiative.

134 articles have been published in Public Library of Science (PLoS) international Open Access journals: PLoS ONE , PLoS Genetics , PLoS Medicine and PLoS Neglected Tropical Diseases by researchers from Abass Ndao Hospital, Dakar; Belgium Technical Cooperation; Centre de Santé Roi Baudoin de Guediawaye; Centre Hospitalier Universitaire Le Dantec; Direction des Services Vétérinaires; Faculty of Medicine and Pharmacy and Faculte des Sciences et Techniques, Universite Cheikh Anta DIOP de Dakar; Grand-Yoff Hospital, Dakar; Hôpital Aristide Le Dantec, Dakar; Hopital Fann; Institut d'Hygiène Sociale; Institut de Recherche pour le Developpement; Institut Pasteur de Dakar; Isra-Lnerv, Service de Parasitologie, Dakar-Hann; Institut Sénégalais de Recherches Agricoles, Laboratoire National d'Elevage et de Recherches Vétérinaires, Hann; Laboratoire d'Études et de Recherche en Statistique et Développement, UGB; Ministère de la Santé et de la Prévention Médicale; ONG ESPOIR Pour La Santé, Laboratoire de Recherches Médicales; Principal Hospital, Dakar; Programme National de lutte contre le Paludisme, Ministère de la Santé; Regional Office for Africa, Helen Keller International; Saint-Jean de Dieu Hospital, Thies; URMITE, UMR IRD; UR077-Paludologie Afro-tropicale.

Enabling Environment

Le Consortium des Bibliothèques de l’enseignement supérieur du Sénégal (COBESS) and EIFL organized the first National Workshop on Open Access (Atelier national sur l’Accès Ouvert aux publications scientifiques et techniques au Sénégal) on February 9-10, 2010 at UCADII de l’Université Cheikh Anta Diop de Dakar. The participants shared their experiences and discussed collaborative projects to promote Open Access in Senegal. The seminar participants - research managers, researchers, librarians and ICT staff - produced the following recommendations and action list:

  • Information professionals have to keep raising awareness of all stakeholders on the benefits of Open Access; using all communications tools available;

  • Initiate Open Access repositories projects;

  • Raise awareness of researchers about Open Access publishing;

  • Advocate to the national policy makers (e.g. parliamentarians) to support Open Access policies;

  • Advocate nationally and internationally for the public availability of publicly funding research.

Potential Barriers

Lack of culture of sharing among researchers

Many researchers are still reluctant to share research results. They are unaware about Open Access benefits and awareness raising programmes are needed.

Lack of institutional support

Top level management in educational and research institutions are not interested in Open Access projects and do not support librarians launching pilot projects.

Lack of funding and poor ICT infrastructure

It is difficult to get new Open Access projects funded. And poor ICT infrastructure and low bandwidth inhibits new developments.

Key Organizations

The Council for the Development of Social Science Research in Africa (CODESRIA) is head-quartered in Dakar, Senegal. It was established in 1973 as an independent pan-African research organisation primarily focusing on social sciences research in Africa. CODESRIA’s mission required the emergence of a pan-African community of researchers, the protection of their intellectual freedom and autonomy in performing their duties and the elimination of barriers regarding language, discipline, region, gender and generation. 11 journals published by CODESRIA are available in Open Access:

as well as the most recent books .

Contact : Olivier Sagna, olivier.sagna(at)codesria.sn, Avenue Cheikh Anta Diop X Canal IV BP 3304, CP 18524, Dakar, Senegal, Phone: (221) 33 825 98 22/(221) 33 825 98 23; Fax: (221) 33 824 12 89.

Consortium des Bibliothèques de l’Enseignement Supérieur du Sénégal (COBESS) includes 31 members . It was formed in July 2005 in Saint-Louis. COBESS organized the first National Open Access workshop in 2010 and will host a Digital Repositories training workshop in 2011. Contact person: Youssoupha Gueye, yougueye [at] yahoo.fr.

Events and Programs

Biens culturels africains is an Open Access institutional repository of Institut Fondamental d’Afrique Noire Cheikh Anta Diop de l’Université. Current publications (research articles, journals, books and manuscripts), cultural heritage collections and audiovisual material are publicly available. The project is implemented in partnership with l’Université de Toulouse II-Le Mirail and with financial support from Fonds francophone des inforoutes and le Ministère français des affaires étrangères.

Bibliothèque SIST Sénégal provides Open Access to research publications of the Institut Sénégalais de Recherches Agricoles (ISRA), to theses, dissertations and other resources of the Université Cheikh Anta Diop in Dakar, theses and dissertations of the École Inter-États des Sciences et Médecine Vétérinaires de Dakar (EISMV), as well as to the articles of the Bulletin Réseau Érosion (ISSN: 1250-548X).

Digital libraries collections include research outputs from:

The Africa Statistika is an Open Access journal that publishes applied and theoretical works about probabilities, statistics, operational research and financial mathematics. It is a bilingual journal (English and French). Contact: Prof. Gane Samb Lo, Editor, Université Gaston Berger, BP 234, Université Saint-Louis Sénégal, Phone: 221 961 23 40, Fax: 221 961 53 38, ganesamblo(at)yahoo.com.

Open Science and Open Data Related Events

March 2016: Sci-GaIA TANDEM MAGIC Open Science Workshop

This workshop was organized through collaborations between WACREN (West and Central African Research and Education Network), the Association of African Universities and the European Commission ( EC, DG CONNECT ). The workshop presented an opportunity for participants to engage with leading African Scientists in discussions about the recent advances in Open Science services that have been developed for African Scientific Communities.

  1. Science Ouverte au Sud : Enjeux et perspectives pour une nouvelle dynamique , October 23, 2019 to October 25, 2019 – Senegal, A destination des professionnels de l’information, des représentants d’institutions de recherche, des organisations chargées de politiques de recherche, et des chercheurs eux-mêmes souhaitant partage Organized by UCAD , IRD, CIRAD | Type: international, conference

  2. Colloque International Science Ouverte au Sud-Enjeux et perspectives pour une nouvelle dynamique , October 23, 2019 to October 25, 2019 – Senegal, Colloque International Science Ouverte au Sud Université Cheikh Anta Diop Dakar, Senegal, 23-25 octobre 2019 Colloque coorganisé par l'IRD, le CIRAD et l´Université https://opensciencesud.sciencescon Organized by IRD-Institut de Recherche pour Le Développement, CIRAD et l´Université Université Cheikh Anta Diop de Dakar (UCAD) | Type: international, colloquium

  3. Colloque International Science Ouverte au Sud-Enjeux et perspectives pour une nouvelle dynamique , October 23, 2019 to October 25, 2019 – Senegal, Colloque International Science Ouverte au Sud Université Cheikh Anta Diop Dakar, Senegal, 23-25 octobre 2019 Colloque coorganisé par l'IRD, le CIRAD et l´Université https://opensciencesud.sciencescon Organized by IRD-Institut de Recherche pour Le Développement, CIRAD et l´Université Université Cheikh Anta Diop de Dakar (UCAD).

Publications

  • Gaffney, J., R. Tibebu, R. Bart, G. Beyene, D. Girma, N. A. Kane, E. S. Mace, T. Mockler, T. E. Nickson, N. Taylor, and G. Zastrow-Hayes. 2020. “Open Access to Genetic Sequence Data Maximizes Value to Scientists, Farmers, and Society.” Global Food Security 26. doi: 10.1016/j.gfs.2020.100411 .

  • Heinicke, S., I. Ordaz-Németh, J. Junker, M. E. Bachmann, S. Marrocoli, E. G. Wessling, D. Byler, S. M. Cheyne, J. Desmond, D. Dowd, M. Fitzgerald, M. Fourrier, A. Goedmakers, R. A. Hernandez-Aguilar, A. Hillers, K. J. Hockings, S. Jones, M. Kaiser, K. Koops, J. M. Lapuente, F. Maisels, J. Riedel, E. Terrade, C. G. Tweh, V. Vergnes, T. Vogt, E. A. Williamson, and H. S. Kühl. 2021. “Open-Access Platform to Synthesize Knowledge of Ape Conservation across Sites.” American Journal of Primatology 83(1). doi: 10.1002/ajp.23213 .

  • Kattge, J., G. Bönisch, S. Díaz, S. Lavorel, I. C. Prentice, P. Leadley, S. Tautenhahn, G. D. A. Werner, T. Aakala, M. Abedi, A. T. R. Acosta, G. C. Adamidis, K. Adamson, M. Aiba, C. H. Albert, J. M. Alcántara, C. Alcázar C, I. Aleixo, H. Ali, B. Amiaud, C. Ammer, M. M. Amoroso, M. Anand, C. Anderson, N. Anten, J. Antos, D. M. G. Apgaua, T. L. Ashman, D. H. Asmara, G. P. Asner, M. Aspinwall, O. Atkin, I. Aubin, L. Baastrup-Spohr, K. Bahalkeh, M. Bahn, T. Baker, W. J. Baker, J. P. Bakker, D. Baldocchi, J. Baltzer, A. Banerjee, A. Baranger, J. Barlow, D. R. Barneche, Z. Baruch, D. Bastianelli, J. Battles, W. Bauerle, M. Bauters, E. Bazzato, M. Beckmann, H. Beeckman, C. Beierkuhnlein, R. Bekker, G. Belfry, M. Belluau, M. Beloiu, R. Benavides, L. Benomar, M. L. Berdugo-Lattke, E. Berenguer, R. Bergamin, J. Bergmann, M. Bergmann Carlucci, L. Berner, M. Bernhardt-Römermann, C. Bigler, A. D. Bjorkman, C. Blackman, C. Blanco, B. Blonder, D. Blumenthal, K. T. Bocanegra-González, P. Boeckx, S. Bohlman, K. Böhning-Gaese, L. Boisvert-Marsh, W. Bond, B. Bond-Lamberty, A. Boom, C. C. F. Boonman, K. Bordin, E. H. Boughton, V. Boukili, D. M. J. S. Bowman, S. Bravo, M. R. Brendel, M. R. Broadley, K. A. Brown, H. Bruelheide, F. Brumnich, H. H. Bruun, D. Bruy, S. W. Buchanan, S. F. Bucher, N. Buchmann, R. Buitenwerf, D. E. Bunker, J. Bürger, S. Burrascano, D. F. R. P. Burslem, B. J. Butterfield, C. Byun, M. Marques, M. C. Scalon, M. Caccianiga, M. Cadotte, M. Cailleret, J. Camac, J. J. Camarero, C. Campany, G. Campetella, J. A. Campos, L. Cano-Arboleda, R. Canullo, M. Carbognani, F. Carvalho, F. Casanoves, B. Castagneyrol, J. A. Catford, J. Cavender-Bares, B. E. L. Cerabolini, M. Cervellini, E. Chacón-Madrigal, K. Chapin, F. S. Chapin, S. Chelli, S. C. Chen, A. Chen, P. Cherubini, F. Chianucci, B. Choat, K. S. Chung, M. Chytrý, D. Ciccarelli, L. Coll, C. G. Collins, L. Conti, D. Coomes, J. H. C. Cornelissen, W. K. Cornwell, P. Corona, M. Coyea, J. Craine, D. Craven, J. P. G. M. Cromsigt, A. Csecserits, K. Cufar, M. Cuntz, A. C. da Silva, K. M. Dahlin, M. Dainese, I. Dalke, M. Dalle Fratte, A. T. Dang-Le, J. Danihelka, M. Dannoura, S. Dawson, A. J. de Beer, A. De Frutos, J. R. De Long, B. Dechant, S. Delagrange, N. Delpierre, G. Derroire, A. S. Dias, M. H. Diaz-Toribio, P. G. Dimitrakopoulos, M. Dobrowolski, D. Doktor, P. Dřevojan, N. Dong, J. Dransfield, S. Dressler, L. Duarte, E. Ducouret, S. Dullinger, W. Durka, R. Duursma, O. Dymova, A. E-Vojtkó, R. L. Eckstein, H. Ejtehadi, J. Elser, T. Emilio, K. Engemann, M. B. Erfanian, A. Erfmeier, A. Esquivel-Muelbert, G. Esser, M. Estiarte, T. F. Domingues, W. F. Fagan, J. Fagúndez, D. S. Falster, Y. Fan, J. Fang, E. Farris, F. Fazlioglu, Y. Feng, F. Fernandez-Mendez, C. Ferrara, J. Ferreira, A. Fidelis, B. Finegan, J. Firn, T. J. Flowers, D. F. B. Flynn, V. Fontana, E. Forey, C. Forgiarini, L. François, M. Frangipani, D. Frank, C. Frenette-Dussault, G. T. Freschet, E. L. Fry, N. M. Fyllas, G. G. Mazzochini, S. Gachet, R. Gallagher, G. Ganade, F. Ganga, P. García-Palacios, V. Gargaglione, E. Garnier, J. L. Garrido, A. L. de Gasper, G. Gea-Izquierdo, D. Gibson, A. N. Gillison, A. Giroldo, M. C. Glasenhardt, S. Gleason, M. Gliesch, E. Goldberg, B. Göldel, E. Gonzalez-Akre, J. L. Gonzalez-Andujar, A. González-Melo, A. González-Robles, B. J. Graae, E. Granda, S. Graves, W. A. Green, T. Gregor, N. Gross, G. R. Guerin, A. Günther, A. G. Gutiérrez, L. Haddock, A. Haines, J. Hall, A. Hambuckers, W. Han, S. P. Harrison, W. Hattingh, J. E. Hawes, T. He, P. He, J. M. Heberling, A. Helm, S. Hempel, J. Hentschel, B. Hérault, A. M. Hereş, K. Herz, M. Heuertz, T. Hickler, P. Hietz, P. Higuchi, A. L. Hipp, A. Hirons, M. Hock, J. A. Hogan, K. Holl, O. Honnay, D. Hornstein, E. Hou, N. Hough-Snee, K. A. Hovstad, T. Ichie, B. Igić, E. Illa, M. Isaac, M. Ishihara, L. Ivanov, L. Ivanova, C. M. Iversen, J. Izquierdo, R. B. Jackson, B. Jackson, H. Jactel, A. M. Jagodzinski, U. Jandt, S. Jansen, T. Jenkins, A. Jentsch, J. R. P. Jespersen, G. F. Jiang, J. L. Johansen, D. Johnson, E. J. Jokela, C. A. Joly, G. J. Jordan, G. S. Joseph, D. Junaedi, R. R. Junker, E. Justes, R. Kabzems, J. Kane, Z. Kaplan, T. Kattenborn, L. Kavelenova, E. Kearsley, A. Kempel, T. Kenzo, A. Kerkhoff, M. I. Khalil, N. L. Kinlock, W. D. Kissling, K. Kitajima, T. Kitzberger, R. Kjøller, T. Klein, M. Kleyer, J. Klimešová, J. Klipel, B. Kloeppel, S. Klotz, J. M. H. Knops, T. Kohyama, F. Koike, J. Kollmann, B. Komac, K. Komatsu, C. König, N. J. B. Kraft, K. Kramer, H. Kreft, I. Kühn, D. Kumarathunge, J. Kuppler, H. Kurokawa, Y. Kurosawa, S. Kuyah, J. P. Laclau, B. Lafleur, E. Lallai, E. Lamb, A. Lamprecht, D. J. Larkin, D. Laughlin, Y. Le Bagousse-Pinguet, G. le Maire, P. C. le Roux, E. le Roux, T. Lee, F. Lens, S. L. Lewis, B. Lhotsky, Y. Li, X. Li, J. W. Lichstein, M. Liebergesell, J. Y. Lim, Y. S. Lin, J. C. Linares, C. Liu, D. Liu, U. Liu, S. Livingstone, J. Llusià, M. Lohbeck, Á. López-García, G. Lopez-Gonzalez, Z. Lososová, F. Louault, B. A. Lukács, P. Lukeš, Y. Luo, M. Lussu, S. Ma, C. Maciel Rabelo Pereira, M. Mack, V. Maire, A. Mäkelä, H. Mäkinen, A. C. M. Malhado, A. Mallik, P. Manning, S. Manzoni, Z. Marchetti, L. Marchino, V. Marcilio-Silva, E. Marcon, M. Marignani, L. Markesteijn, A. Martin, C. Martínez-Garza, J. Martínez-Vilalta, T. Mašková, K. Mason, N. Mason, T. J. Massad, J. Masse, I. Mayrose, J. McCarthy, M. L. McCormack, K. McCulloh, I. R. McFadden, B. J. McGill, M. Y. McPartland, J. S. Medeiros, B. Medlyn, P. Meerts, Z. Mehrabi, P. Meir, F. P. L. Melo, M. Mencuccini, C. Meredieu, J. Messier, I. Mészáros, J. Metsaranta, S. T. Michaletz, C. Michelaki, S. Migalina, R. Milla, J. E. D. Miller, V. Minden, R. Ming, K. Mokany, A. T. Moles, A. Molnár, J. Molofsky, M. Molz, R. A. Montgomery, A. Monty, L. Moravcová, A. Moreno-Martínez, M. Moretti, A. S. Mori, S. Mori, D. Morris, J. Morrison, L. Mucina, S. Mueller, C. D. Muir, S. C. Müller, F. Munoz, I. H. Myers-Smith, R. W. Myster, M. Nagano, S. Naidu, A. Narayanan, B. Natesan, L. Negoita, A. S. Nelson, E. L. Neuschulz, J. Ni, G. Niedrist, J. Nieto, Ü. Niinemets, R. Nolan, H. Nottebrock, Y. Nouvellon, A. Novakovskiy, K. O. Nystuen, A. O’Grady, K. O’Hara, A. O’Reilly-Nugent, S. Oakley, W. Oberhuber, T. Ohtsuka, R. Oliveira, K. Öllerer, M. E. Olson, V. Onipchenko, Y. Onoda, R. E. Onstein, J. C. Ordonez, N. Osada, I. Ostonen, G. Ottaviani, S. Otto, G. E. Overbeck, W. A. Ozinga, A. T. Pahl, C. E. T. Paine, R. J. Pakeman, A. C. Papageorgiou, E. Parfionova, M. Pärtel, M. Patacca, S. Paula, J. Paule, H. Pauli, J. G. Pausas, B. Peco, J. Penuelas, A. Perea, P. L. Peri, A. C. Petisco-Souza, A. Petraglia, A. M. Petritan, O. L. Phillips, S. Pierce, V. D. Pillar, J. Pisek, A. Pomogaybin, H. Poorter, A. Portsmuth, P. Poschlod, C. Potvin, D. Pounds, A. S. Powell, S. A. Power, A. Prinzing, G. Puglielli, P. Pyšek, V. Raevel, A. Rammig, J. Ransijn, C. A. Ray, P. B. Reich, M. Reichstein, D. E. B. Reid, M. Réjou-Méchain, V. R. de Dios, S. Ribeiro, S. Richardson, K. Riibak, M. C. Rillig, F. Riviera, E. M. R. Robert, S. Roberts, B. Robroek, A. Roddy, A. V. Rodrigues, A. Rogers, E. Rollinson, V. Rolo, C. Römermann, D. Ronzhina, C. Roscher, J. A. Rosell, M. F. Rosenfield, C. Rossi, D. B. Roy, S. Royer-Tardif, N. Rüger, R. Ruiz-Peinado, S. B. Rumpf, G. M. Rusch, M. Ryo, L. Sack, A. Saldaña, B. Salgado-Negret, R. Salguero-Gomez, I. Santa-Regina, A. C. Santacruz-García, J. Santos, J. Sardans, B. Schamp, M. Scherer-Lorenzen, M. Schleuning, B. Schmid, M. Schmidt, S. Schmitt, J. V. Schneider, S. D. Schowanek, J. Schrader, F. Schrodt, B. Schuldt, F. Schurr, G. Selaya Garvizu, M. Semchenko, C. Seymour, J. C. Sfair, J. M. Sharpe, C. S. Sheppard, S. Sheremetiev, S. Shiodera, B. Shipley, T. A. Shovon, A. Siebenkäs, C. Sierra, V. Silva, M. Silva, T. Sitzia, H. Sjöman, M. Slot, N. G. Smith, D. Sodhi, P. Soltis, D. Soltis, B. Somers, G. Sonnier, M. V. Sørensen, E. E. Sosinski, N. A. Soudzilovskaia, A. F. Souza, M. Spasojevic, M. G. Sperandii, A. B. Stan, J. Stegen, K. Steinbauer, J. G. Stephan, F. Sterck, D. B. Stojanovic, T. Strydom, M. L. Suarez, J. C. Svenning, I. Svitková, M. Svitok, M. Svoboda, E. Swaine, N. Swenson, M. Tabarelli, K. Takagi, U. Tappeiner, R. Tarifa, S. Tauugourdeau, C. Tavsanoglu, M. te Beest, L. Tedersoo, N. Thiffault, D. Thom, E. Thomas, K. Thompson, P. E. Thornton, W. Thuiller, L. Tichý, D. Tissue, M. G. Tjoelker, D. Y. P. Tng, J. Tobias, P. Török, T. Tarin, J. M. Torres-Ruiz, B. Tóthmérész, M. Treurnicht, V. Trivellone, F. Trolliet, V. Trotsiuk, J. L. Tsakalos, I. Tsiripidis, N. Tysklind, T. Umehara, V. Usoltsev, M. Vadeboncoeur, J. Vaezi, F. Valladares, J. Vamosi, P. M. van Bodegom, M. van Breugel, E. Van Cleemput, M. van de Weg, S. van der Merwe, F. van der Plas, M. T. van der Sande, M. van Kleunen, K. Van Meerbeek, M. Vanderwel, K. A. Vanselow, A. Vårhammar, L. Varone, M. Y. Vasquez Valderrama, K. Vassilev, M. Vellend, E. J. Veneklaas, H. Verbeeck, K. Verheyen, A. Vibrans, I. Vieira, J. Villacís, C. Violle, P. Vivek, K. Wagner, M. Waldram, A. Waldron, A. P. Walker, M. Waller, G. Walther, H. Wang, F. Wang, W. Wang, H. Watkins, J. Watkins, U. Weber, J. T. Weedon, L. Wei, P. Weigelt, E. Weiher, A. W. Wells, C. Wellstein, E. Wenk, M. Westoby, A. Westwood, P. J. White, M. Whitten, M. Williams, D. E. Winkler, K. Winter, C. Womack, I. J. Wright, S. J. Wright, J. Wright, B. X. Pinho, F. Ximenes, T. Yamada, K. Yamaji, R. Yanai, N. Yankov, B. Yguel, K. J. Zanini, A. E. Zanne, D. Zelený, Y. P. Zhao, J. Zheng, J. Zheng, K. Ziemińska, C. R. Zirbel, G. Zizka, I. C. Zo-Bi, G. Zotz, and C. Wirth. 2020. “TRY Plant Trait Database – Enhanced Coverage and Open Access.” Global Change Biology 26(1):119–88. doi: 10.1111/gcb.14904 .

  • Ndiaye, A., C. Tatard, W. Stanley, and L. Granjon. 2016. “A Peer-Reviewed Open-Access Journal Launched to Accelerate Biodiversity Research Taxonomic Hypotheses Regarding the Genus Gerbillus (Rodentia, Muridae, Gerbillinae) Based on Molecular Analyses of Museum Specimens.” ZooKeys 2016(566):145–55. doi: 10.3897/zookeys.566.7317 .

  • South, A., A. Dicko, M. Herringer, P. M. Macharia, J. Maina, E. A. Okiro, R. W. Snow, and A. van der Walt. 2020. “A Rapid and Reproducible Picture of Open Access Health Facility Data in Africa to Support the COVID-19 Response.” Wellcome Open Research 5. doi: 10.12688/wellcomeopenres.16075.1 .