{"id":4892,"date":"2024-04-30T14:48:01","date_gmt":"2024-04-30T14:48:01","guid":{"rendered":"https:\/\/xaiworldconference.com\/2024\/?post_type=mp-event&#038;p=4892"},"modified":"2026-04-09T16:07:45","modified_gmt":"2026-04-09T16:07:45","slug":"s-17-a-1-2","status":"publish","type":"mp-event","link":"https:\/\/xaiworldconference.com\/2026\/timetable\/event\/s-17-a-1-2\/","title":{"rendered":"xAI in Healthcare: Balancing Accuracy, Trust, and Ethics"},"content":{"rendered":"\n<figure class=\"wp-block-table is-style-stripes has-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>Time<\/th><th>Authors<\/th><th>Title<\/th><\/tr><\/thead><tbody><tr><td>14:30-14:45<\/td><td><br>Luis Gustavo Souza Machado, Victor Henrique Alves Ribeiro and Gilberto Reynoso-Meza<\/td><td>The High-Frequency Bias: Why Optimized XAI Ensembles Prefer Anatomical Edges Over Pathology in Medical Imaging<\/td><\/tr><tr><td>14:45-15:00<\/td><td>Rafael Ferreira, Julio Azancort Neto, Sidnir Ferreira, Carlos Teixeira, Evelin Gomes, Jasmine Ara\u00fajo, Paulo Assump\u00e7\u00e3o and Carlos Franc\u00eas<\/td><td>Evaluating XAI Metric Sensitivity to Ultrasound Noise Using a U-Net Segmentation Model<\/td><\/tr><tr><td>15:00-15:15<\/td><td>Alfa Marine Ferreira, Sidnir Ferreira, Julio Azancort Neto, Carlos Teixeira, Evelin Gomes, Jasmine Priscyla Leite de Ara\u00fajo, Paulo Pimentel de Assump\u00e7\u00e3o and Carlos Franc\u00eas<\/td><td>Evaluation of Grad-CAM Fidelity Applied to Binary Classification of Pap Smear Cytology<\/td><\/tr><tr><td>15:15-15:30<\/td><td>Mishell Cadena-Yanez, Angela Bernardini and Marisol G\u00f3mez<\/td><td>A Human-Centered Explainability Framework for Medical AI Systems<\/td><\/tr><tr><td>15:30-15:45<\/td><td>Leonardo Ferreira, Craig Pirie, Gabriel de Almeida S\u00e1 Coutrin, Lucas Pereira Carlini, Carlos Francisco Moreno-Garcia, Marina Carvalho de Moraes Barros, Ruth Guinsburg and Carlos Eduardo Thomaz<\/td><td>From Pixels to Pain Scales: Robust Evaluation of Explainable AI in Neonatal Pain Detection<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Time Authors Title 14:30-14:45 Luis Gustavo Souza Machado, Victor Henrique Alves Ribeiro and Gilberto Reynoso-Meza The High-Frequency Bias: Why Optimized XAI Ensembles Prefer Anatomical Edges Over Pathology in Medical Imaging 14:45-15:00 Rafael Ferreira, Julio Azancort Neto, Sidnir Ferreira, Carlos Teixeira, Evelin Gomes, Jasmine Ara\u00fajo, Paulo Assump\u00e7\u00e3o and Carlos Franc\u00eas Evaluating XAI Metric Sensitivity to Ultrasound &hellip; <\/p>\n","protected":false},"author":2,"featured_media":0,"menu_order":0,"template":"","mp-event_category":[],"mp-event_tag":[],"class_list":["post-4892","mp-event","type-mp-event","status-publish","hentry","mp-event-item"],"_links":{"self":[{"href":"https:\/\/xaiworldconference.com\/2026\/wp-json\/wp\/v2\/mp-event\/4892","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/xaiworldconference.com\/2026\/wp-json\/wp\/v2\/mp-event"}],"about":[{"href":"https:\/\/xaiworldconference.com\/2026\/wp-json\/wp\/v2\/types\/mp-event"}],"author":[{"embeddable":true,"href":"https:\/\/xaiworldconference.com\/2026\/wp-json\/wp\/v2\/users\/2"}],"wp:attachment":[{"href":"https:\/\/xaiworldconference.com\/2026\/wp-json\/wp\/v2\/media?parent=4892"}],"wp:term":[{"taxonomy":"mp-event_category","embeddable":true,"href":"https:\/\/xaiworldconference.com\/2026\/wp-json\/wp\/v2\/mp-event_category?post=4892"},{"taxonomy":"mp-event_tag","embeddable":true,"href":"https:\/\/xaiworldconference.com\/2026\/wp-json\/wp\/v2\/mp-event_tag?post=4892"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}