{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"omics_type":["Unknown"],"volume":["8(3)"],"submitter":["Leung YW"],"pubmed_abstract":["<h4>Background</h4>The negative psychosocial impacts of cancer diagnoses and treatments are well documented. Virtual care has become an essential mode of care delivery during the COVID-19 pandemic, and online support groups (OSGs) have been shown to improve accessibility to psychosocial and supportive care. de Souza Institute offers CancerChatCanada, a therapist-led OSG service where sessions are monitored by an artificial intelligence-based co-facilitator (AICF). The AICF is equipped with a recommender system that uses natural language processing to tailor online resources to patients according to their psychosocial needs.<h4>Objective</h4>We aimed to outline the development protocol and evaluate the AICF on its precision and recall in recommending resources to cancer OSG members.<h4>Meth"],"journal":["JMIR cancer"],"pagination":["e35893"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC9377447"],"repository":["biostudies-literature"],"pubmed_title":["Providing Care Beyond Therapy Sessions With a Natural Language Processing-Based Recommender System That Identifies Cancer Patients Who Experience Psychosocial Challenges and Provides Self-care Support: Pilot Study."],"pmcid":["PMC9377447"],"pubmed_authors":["Heo R","Alie E","French L","Chackochan S","Esplen MJ","Alahakoon D","Hirst G","Gancarz M","Adikari A","de Silva D","Bender J","Mishna F","Leung YW","Kacala M","Gratzer D","Park B","Wong J"],"additional_accession":[]},"is_claimable":false,"name":"Providing Care Beyond Therapy Sessions With a Natural Language Processing-Based Recommender System That Identifies Cancer Patients Who Experience Psychosocial Challenges and Provides Self-care Support: Pilot Study.","description":"<h4>Background</h4>The negative psychosocial impacts of cancer diagnoses and treatments are well documented. Virtual care has become an essential mode of care delivery during the COVID-19 pandemic, and online support groups (OSGs) have been shown to improve accessibility to psychosocial and supportive care. de Souza Institute offers CancerChatCanada, a therapist-led OSG service where sessions are monitored by an artificial intelligence-based co-facilitator (AICF). The AICF is equipped with a recommender system that uses natural language processing to tailor online resources to patients according to their psychosocial needs.<h4>Objective</h4>We aimed to outline the development protocol and evaluate the AICF on its precision and recall in recommending resources to cancer OSG members.<h4>Meth","dates":{"release":"2022-01-01T00:00:00Z","publication":"2022 Jul","modification":"2025-04-19T21:42:54.749Z","creation":"2024-11-12T21:36:03.761Z"},"accession":"S-EPMC9377447","cross_references":{"pubmed":["35904877"],"doi":["10.2196/35893"]}}