{"doi":"10.1017/cts.2024.543","title":"The ENACT network is acting on housing instability and the unhoused using the open health natural language processing toolkit","abstract":"Housing is an environmental social determinant of health that is linked to mortality and clinical outcomes. We developed a lexicon of housing-related concepts and rule-based natural language processing methods for identifying these housing-related concepts within clinical text. We piloted our methods on several test cohorts: a synthetic cohort generated by ChatGPT for initial infrastructure testing, a cohort with substance use disorders (SUD), and a cohort diagnosed with problems related to housing and economic circumstances (HEC). Our methods successfully identified housing concepts in our ChatGPT notes (recall = 1.0, precision = 1.0), our SUD population (recall = 0.9798, precision = 0.9898), and our HEC population (recall = N/A, precision = 0.9160).","journal":"Journal of Clinical and Translational Science","year":2024,"id":464061,"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":5,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.6394,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2024-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":251072,"name":"Sunyang Fu","orcid":"0000-0003-1691-5179","position":1,"is_corresponding":false},{"id":251079,"name":"Andrew Wen","orcid":"0000-0001-9090-8028","position":2,"is_corresponding":false},{"id":1295120,"name":"Alexandria Corbeau","orcid":null,"position":3,"is_corresponding":false},{"id":621077,"name":"Darren W. Henderson","orcid":"0000-0001-6198-1912","position":4,"is_corresponding":false},{"id":1019133,"name":"Jordan Hilsman","orcid":null,"position":5,"is_corresponding":false},{"id":552278,"name":"David Oniani","orcid":"0000-0002-9221-3059","position":6,"is_corresponding":false},{"id":393408,"name":"Yanshan Wang","orcid":"0000-0003-4433-7839","position":7,"is_corresponding":false},{"id":471653,"name":"Daniel R. Harris","orcid":"0000-0001-9139-3433","position":0,"is_corresponding":true}],"reference_count":16,"raw_metadata":null,"created_at":"2026-07-19T02:04:37.468651Z","pmid":"39655040","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":[]}