{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,7]],"date-time":"2024-08-07T07:39:25Z","timestamp":1723016365091},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,7]]},"abstract":"<jats:p>Improving maternal, newborn, and child health (MNCH) outcomes is a critical target for global sustainable development. Our research is centered on building predictive models, evaluating their interpretability, and generating actionable insights about the markers (features) and triggers (events) associated with vulnerability in MNCH.  In this work, we demonstrate how a tool for inspecting \"black box\" machine learning models can be used to generate actionable insights from models trained on demographic health survey data to predict neonatal mortality.<\/jats:p>","DOI":"10.24963\/ijcai.2020\/770","type":"proceedings-article","created":{"date-parts":[[2020,7,9]],"date-time":"2020-07-09T02:12:49Z","timestamp":1594260769000},"page":"5282-5284","source":"Crossref","is-referenced-by-count":0,"title":["Inspection of Blackbox Models for Evaluating Vulnerability in Maternal, Newborn, and Child Health"],"prefix":"10.24963","author":[{"given":"William","family":"Ogallo","sequence":"first","affiliation":[{"name":"IBM Research \u2013 Africa, Nairobi, Kenya"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Skyler","family":"Speakman","sequence":"additional","affiliation":[{"name":"IBM Research \u2013 Africa, Nairobi, Kenya"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Victor","family":"Akinwande","sequence":"additional","affiliation":[{"name":"IBM Research \u2013 Africa, Nairobi, Kenya"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kush R","family":"Varshney","sequence":"additional","affiliation":[{"name":"IBM Research \u2013 Africa, Nairobi, Kenya"},{"name":"IBM Research \u2013 T. J. Watson Research Center, Yorktown Heights, NY, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aisha","family":"Walcott-Bryant","sequence":"additional","affiliation":[{"name":"IBM Research \u2013 Africa, Nairobi, Kenya"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Charity","family":"Wayua","sequence":"additional","affiliation":[{"name":"IBM Research \u2013 Africa, Nairobi, Kenya"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Komminist","family":"Weldemariam","sequence":"additional","affiliation":[{"name":"IBM Research \u2013 Africa, Nairobi, Kenya"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10584","event":{"number":"28","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-PRICAI-2020","name":"Twenty-Ninth International Joint Conference on Artificial Intelligence and Seventeenth Pacific Rim International Conference on Artificial Intelligence {IJCAI-PRICAI-20}","start":{"date-parts":[[2020,7,11]]},"theme":"Artificial Intelligence","location":"Yokohama, Japan","end":{"date-parts":[[2020,7,17]]}},"container-title":["Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2020,7,9]],"date-time":"2020-07-09T02:17:07Z","timestamp":1594261027000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2020\/770"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2020,7]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2020\/770","relation":{},"subject":[],"published":{"date-parts":[[2020,7]]}}}