{"doi":"10.1039/d2nr01277d","title":"Differentiation and classification of bacterial endotoxins based on surface enhanced Raman scattering and advanced machine learning","abstract":"., and a modified deep learning algorithm, RamanNet, have been applied to differentiate and classify these endotoxins. It has been found that most conventional machine learning algorithms can attain a differentiation accuracy of >99%, while RamanNet can achieve 100% accuracy. Such an approach has the potential for precise classification of endotoxins and could be used for rapid medical diagnoses and therapeutic decisions for pathogenic infections.","journal":"Nanoscale","year":2022,"id":237655,"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":59,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9513,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2022-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":860443,"name":"Beibei Xu","orcid":"0000-0001-5804-2906","position":1,"is_corresponding":false},{"id":861133,"name":"James Haverstick","orcid":null,"position":2,"is_corresponding":false},{"id":823643,"name":"Nabil Ibtehaz","orcid":"0000-0003-3625-5972","position":3,"is_corresponding":false},{"id":764627,"name":"Artur Muszyński","orcid":"0000-0003-3497-9977","position":4,"is_corresponding":false},{"id":860444,"name":"Xianyan Chen","orcid":"0000-0002-1806-0883","position":5,"is_corresponding":false},{"id":860445,"name":"Muhammad E. H. Chowdhury","orcid":"0000-0003-0744-8206","position":6,"is_corresponding":false},{"id":721887,"name":"Susu M. Zughaier","orcid":"0000-0001-7487-8770","position":7,"is_corresponding":false},{"id":449058,"name":"Yiping Zhao","orcid":"0000-0002-3710-4159","position":8,"is_corresponding":false},{"id":449052,"name":"Yanjun Yang","orcid":"0000-0002-1822-7364","position":0,"is_corresponding":true}],"reference_count":45,"raw_metadata":null,"created_at":"2026-07-19T00:22:21.693802Z","pmid":"35686584","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":[]}