{"doi":"10.1016/j.jdin.2022.08.014","title":"The impact of stage-related features in melanoma recurrence prediction: A machine learning approach","abstract":"To the Editor: The American Joint Committee on Cancer 8th Edition (AJCC8) stages localized melanomas by tumor thickness and ulceration.1 However, the specific role of tumor thickness and ulceration in early-stage melanoma recurrence prediction using machine learning remains understudied. We leveraged a multi-institutional cohort of early-stage melanomas to evaluate the impact of stage-related features (thickness, ulceration, anatomic level, and clinical stage) and other clinicopathologic features in recurrence prediction.","journal":"JAAD International","year":2022,"id":287623,"datarank":0.20794415416798362,"base_score":1.3862943611198906,"endowment":1.3862943611198906,"self_citation_contribution":0.20794415416798362,"citation_network_contribution":0.0,"self_endowment_contribution":0.20794415416798362,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":3,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9426,"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":865734,"name":"Bonnie W. Leung","orcid":"0000-0002-6627-1570","position":1,"is_corresponding":false},{"id":865733,"name":"Nga Nguyen","orcid":"0000-0003-2935-3603","position":2,"is_corresponding":false},{"id":757303,"name":"Mia S. DeSimone","orcid":"0000-0002-0042-6269","position":3,"is_corresponding":false},{"id":442103,"name":"Feng Liu","orcid":"0000-0003-3963-0651","position":4,"is_corresponding":false},{"id":866616,"name":"Min Seok Choi","orcid":null,"position":5,"is_corresponding":false},{"id":866618,"name":"Diane Ho","orcid":null,"position":6,"is_corresponding":false},{"id":968055,"name":"Valerie Laucks","orcid":null,"position":7,"is_corresponding":false},{"id":866619,"name":"Stacey Duey","orcid":null,"position":8,"is_corresponding":false},{"id":412,"name":"Ryan J. Sullivan","orcid":"0000-0001-5344-6645","position":9,"is_corresponding":false},{"id":411,"name":"Genevieve M. Boland","orcid":"0000-0002-7522-6173","position":10,"is_corresponding":false},{"id":334800,"name":"Nicole R. LeBoeuf","orcid":"0000-0002-8264-834X","position":11,"is_corresponding":false},{"id":397,"name":"David Liu","orcid":"0000-0003-0346-5033","position":12,"is_corresponding":false},{"id":6113,"name":"Alexander Gusev","orcid":"0000-0002-7980-4620","position":13,"is_corresponding":false},{"id":323965,"name":"Shawn G. Kwatra","orcid":"0000-0003-3736-1515","position":14,"is_corresponding":false},{"id":24147,"name":"Peter K. Sorger","orcid":"0000-0002-3364-1838","position":15,"is_corresponding":false},{"id":60417,"name":"Kun‐Hsing Yu","orcid":"0000-0001-9892-8218","position":16,"is_corresponding":false},{"id":627967,"name":"Yevgeniy R. Semenov","orcid":"0000-0002-7387-3094","position":17,"is_corresponding":false},{"id":865732,"name":"Guihong Wan","orcid":"0000-0003-1100-4018","position":0,"is_corresponding":true}],"reference_count":6,"raw_metadata":{"citation_network_status":"fetched"},"created_at":"2026-07-19T00:30:01.051685Z","pmid":"36425793","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":[]}