{"doi":"10.3233/shti231257","title":"A Reproducible Model Based on Clinical Text for Predicting Suicidal Behavior","abstract":"Suicide risk models are critical for prioritizing patients for intervention. We demonstrate a reproducible approach for training text classifiers to identify patients at risk. The models were effective in phenotyping suicidal behavior (F1=.94) and moderately effective in predicting future events (F1=.63).","journal":"Studies in health technology and informatics","year":2024,"id":476241,"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":2,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9559,"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":585779,"name":"Athanasios Tsalatsanis","orcid":"0000-0003-3818-8283","position":1,"is_corresponding":false},{"id":1228562,"name":"Chaitanya Chaphalkar","orcid":"0009-0003-5166-7606","position":2,"is_corresponding":false},{"id":226693,"name":"Sara Robinson","orcid":"0000-0001-9849-6785","position":3,"is_corresponding":false},{"id":1313831,"name":"Sierra Klein","orcid":null,"position":4,"is_corresponding":false},{"id":1313832,"name":"Sarah Cool","orcid":null,"position":5,"is_corresponding":false},{"id":1098220,"name":"Elizabeth Szwast","orcid":null,"position":6,"is_corresponding":false},{"id":458381,"name":"Brian E. Bunnell","orcid":"0000-0002-4964-0688","position":7,"is_corresponding":false},{"id":458375,"name":"Jihad S. Obeid","orcid":"0000-0002-7193-7779","position":0,"is_corresponding":true}],"reference_count":3,"raw_metadata":null,"created_at":"2026-07-19T02:06:25.428435Z","pmid":"38269709","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":[]}