{"doi":"10.1145/3706598.3714272","title":"CardioAI: A Multimodal AI-based System to Support Symptom Monitoring and Risk Prediction of Cancer Treatment-Induced Cardiotoxicity","abstract":"Despite recent advances in cancer treatments that prolong patients' lives, treatment-induced cardiotoxicity (i.e., the various heart damages caused by cancer treatments) emerges as one major side effect. The clinical decision-making process of cardiotoxicity is challenging, as early symptoms may happen in non-clinical settings and are too subtle to be noticed until life-threatening events occur at a later stage; clinicians already have a high workload focusing on the cancer treatment, no additional effort to spare on the cardiotoxicity side effect. Our project starts with a participatory design study with 11 clinicians to understand their decision-making practices and their feedback on an initial design of an AI-based decision-support system. Based on their feedback, we then propose a multimodal AI system, CardioAI, that can integrate wearables data and voice assistant data to model a patient's cardiotoxicity risk to support clinicians' decision-making. We conclude our paper with a small-scale heuristic evaluation with four experts and the discussion of future design considerations.","journal":"PubMed","year":2025,"id":554639,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":16,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9556,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2025-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":763465,"name":"Weidan Cao","orcid":"0000-0001-5417-2121","position":1,"is_corresponding":false},{"id":1333989,"name":"Shihan Fu","orcid":"0009-0005-3019-6600","position":2,"is_corresponding":false},{"id":1159664,"name":"Bingsheng Yao","orcid":"0009-0004-8329-4610","position":3,"is_corresponding":false},{"id":1451970,"name":"Ziqi Yang","orcid":"0009-0008-8064-7002","position":4,"is_corresponding":false},{"id":551856,"name":"Changchang Yin","orcid":"0000-0002-6540-6365","position":5,"is_corresponding":false},{"id":299657,"name":"Varun Mishra","orcid":"0000-0003-3891-5460","position":6,"is_corresponding":false},{"id":430239,"name":"Daniel Addison","orcid":"0000-0002-9113-8333","position":7,"is_corresponding":false},{"id":551859,"name":"Ping Zhang","orcid":"0000-0002-4601-0779","position":8,"is_corresponding":false},{"id":1159667,"name":"Dakuo Wang","orcid":"0000-0001-9371-9441","position":9,"is_corresponding":false},{"id":1451969,"name":"Siyi Wu","orcid":"0000-0003-2351-0049","position":0,"is_corresponding":true}],"reference_count":102,"raw_metadata":null,"created_at":"2026-07-19T02:54:50.112989Z","pmid":"40391282","pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}