<HashMap><database>biostudies-literature</database><scores/><additional><omics_type>Unknown</omics_type><volume>8(3)</volume><submitter>Leung YW</submitter><pubmed_abstract>&lt;h4>Background&lt;/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.&lt;h4>Objective&lt;/h4>We aimed to outline the development protocol and evaluate the AICF on its precision and recall in recommending resources to cancer OSG members.&lt;h4>Meth</pubmed_abstract><journal>JMIR cancer</journal><pagination>e35893</pagination><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/S-EPMC9377447</full_dataset_link><repository>biostudies-literature</repository><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.</pubmed_title><pmcid>PMC9377447</pmcid><pubmed_authors>Heo R</pubmed_authors><pubmed_authors>Alie E</pubmed_authors><pubmed_authors>French L</pubmed_authors><pubmed_authors>Chackochan S</pubmed_authors><pubmed_authors>Esplen MJ</pubmed_authors><pubmed_authors>Alahakoon D</pubmed_authors><pubmed_authors>Hirst G</pubmed_authors><pubmed_authors>Gancarz M</pubmed_authors><pubmed_authors>Adikari A</pubmed_authors><pubmed_authors>de Silva D</pubmed_authors><pubmed_authors>Bender J</pubmed_authors><pubmed_authors>Mishna F</pubmed_authors><pubmed_authors>Leung YW</pubmed_authors><pubmed_authors>Kacala M</pubmed_authors><pubmed_authors>Gratzer D</pubmed_authors><pubmed_authors>Park B</pubmed_authors><pubmed_authors>Wong J</pubmed_authors></additional><is_claimable>false</is_claimable><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.</name><description>&lt;h4>Background&lt;/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.&lt;h4>Objective&lt;/h4>We aimed to outline the development protocol and evaluate the AICF on its precision and recall in recommending resources to cancer OSG members.&lt;h4>Meth</description><dates><release>2022-01-01T00:00:00Z</release><publication>2022 Jul</publication><modification>2025-04-19T21:42:54.749Z</modification><creation>2024-11-12T21:36:03.761Z</creation></dates><accession>S-EPMC9377447</accession><cross_references><pubmed>35904877</pubmed><doi>10.2196/35893</doi></cross_references></HashMap>