{"doi":"10.1038/s41746-024-01316-0","title":"A Primer on Reinforcement Learning in Medicine for Clinicians","abstract":"Reinforcement Learning (RL) is a machine learning paradigm that enhances clinical decision-making for healthcare professionals by addressing uncertainties and optimizing sequential treatment strategies. RL leverages patient-data to create personalized treatment plans, improving outcomes and resource efficiency. This review introduces RL to a clinical audience, exploring core concepts, potential applications, and challenges in integrating RL into clinical practice, offering insights into efficient, personalized, and effective patient care.","journal":"npj Digital Medicine","year":2024,"id":416907,"datarank":0.687745121800586,"base_score":4.584967478670572,"endowment":4.584967478670572,"self_citation_contribution":0.687745121800586,"citation_network_contribution":0.0,"self_endowment_contribution":0.687745121800586,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":97,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9491,"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":1201558,"name":"Jacob Desman","orcid":"0000-0002-5411-6637","position":1,"is_corresponding":false},{"id":1201559,"name":"Moein Sabounchi","orcid":"0000-0002-6769-8066","position":2,"is_corresponding":false},{"id":5026,"name":"Girish N. Nadkarni","orcid":"0000-0001-6319-4314","position":3,"is_corresponding":false},{"id":766586,"name":"Ankit Sakhuja","orcid":"0000-0002-2045-518X","position":4,"is_corresponding":false},{"id":688057,"name":"Pushkala Jayaraman","orcid":"0000-0003-1159-8354","position":0,"is_corresponding":true}],"reference_count":52,"raw_metadata":{"citation_network_status":"fetched"},"created_at":"2026-07-19T01:56:44.873714Z","pmid":"39592855","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":[]}