{"id":"https://openalex.org/W4401436809","doi":"https://doi.org/10.2147/jmdh.s470429","title":"A Machine Learning Method for Differentiation Crohn\u2019s Disease and Intestinal Tuberculosis","display_name":"A Machine Learning Method for Differentiation Crohn\u2019s Disease and Intestinal Tuberculosis","publication_year":2024,"publication_date":"2024-08-01","ids":{"openalex":"https://openalex.org/W4401436809","doi":"https://doi.org/10.2147/jmdh.s470429","pmid":"https://pubmed.ncbi.nlm.nih.gov/39135850","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/11318598"},"language":"en","primary_location":{"id":"doi:10.2147/jmdh.s470429","doi":"https://doi.org/10.2147/jmdh.s470429","is_oa":true,"landing_page_url":"https://doi.org/10.2147/jmdh.s470429","pdf_url":"https://www.dovepress.com/article/download/94834","source":{"id":"https://openalex.org/S2764580016","display_name":"Journal of Multidisciplinary Healthcare","issn_l":"1178-2390","issn":["1178-2390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320348","host_organization_name":"Dove Medical Press","host_organization_lineage":["https://openalex.org/P4310320348","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Dove Medical Press","Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Multidisciplinary Healthcare","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.dovepress.com/article/download/94834","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yufeng Shu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufeng Shu","raw_affiliation_strings":["Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhe Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210103530","display_name":"Changsha Central Hospital","ror":"https://ror.org/0132wmv23","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103530"]},{"id":"https://openalex.org/I91935597","display_name":"University of South China","ror":"https://ror.org/03mqfn238","country_code":"CN","type":"education","lineage":["https://openalex.org/I91935597"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Chen","raw_affiliation_strings":["Department of Gerontology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China., Changsha, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gerontology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China., Changsha, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I4210103530","https://openalex.org/I91935597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028881853","display_name":"Jingshu Chi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingshu Chi","raw_affiliation_strings":["Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048441906","display_name":"Sha Cheng","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sha Cheng","raw_affiliation_strings":["Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088105237","display_name":"Huan Li","orcid":"https://orcid.org/0000-0001-8568-3151","observed_orcids":["https://orcid.org/0000-0001-8568-3151"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huan Li","raw_affiliation_strings":["Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0001-8568-3151","affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Third Xiangya Hospital, Central South University., Changsha, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113139766","display_name":"Peng Fei Liu","orcid":"https://orcid.org/0000-0001-8098-8925","observed_orcids":["https://orcid.org/0000-0001-8098-8925"]},"institutions":[{"id":"https://openalex.org/I4210103530","display_name":"Changsha Central Hospital","ror":"https://ror.org/0132wmv23","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103530"]},{"id":"https://openalex.org/I91935597","display_name":"University of South China","ror":"https://ror.org/03mqfn238","country_code":"CN","type":"education","lineage":["https://openalex.org/I91935597"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peng Liu","raw_affiliation_strings":["Department of Gastroenterology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China., Changsha, Hunan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China., Changsha, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I4210103530","https://openalex.org/I91935597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003240031","display_name":"Ju Luo","orcid":"https://orcid.org/0000-0002-5595-9513","observed_orcids":["https://orcid.org/0000-0002-5595-9513"]},"institutions":[{"id":"https://openalex.org/I4210103530","display_name":"Changsha Central Hospital","ror":"https://ror.org/0132wmv23","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103530"]},{"id":"https://openalex.org/I91935597","display_name":"University of South China","ror":"https://ror.org/03mqfn238","country_code":"CN","type":"education","lineage":["https://openalex.org/I91935597"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ju Luo","raw_affiliation_strings":["Department of Gerontology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China., Changsha, Hunan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0002-5595-9513","affiliations":[{"raw_affiliation_string":"Department of Gerontology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China., Changsha, Hunan, People's Republic of China","institution_ids":["https://openalex.org/I4210103530","https://openalex.org/I91935597"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003240031","https://openalex.org/A5113139766"],"corresponding_institution_ids":["https://openalex.org/I4210103530","https://openalex.org/I91935597"],"apc_list":{"value":2836,"currency":"USD","value_usd":2836},"apc_paid":{"value":2836,"currency":"USD","value_usd":2836},"fwci":1.8861,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.86190713,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"Volume 17","issue":null,"first_page":"3835","last_page":"3847"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6942999958992004,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6942999958992004,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12578","display_name":"Diagnosis and treatment of tuberculosis","score":0.241799995303154,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10134","display_name":"Inflammatory Bowel Disease","score":0.014800000004470348,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/crohn-s-disease","display_name":"Crohn's disease","score":1.0},{"id":"https://openalex.org/keywords/intestinal-tuberculosis","display_name":"intestinal tuberculosis","score":1.0},{"id":"https://openalex.org/keywords/differential-diagnosis","display_name":"differential diagnosis","score":0.996999979019165},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.9160000085830688},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.7540000081062317},{"id":"https://openalex.org/keywords/shap","display_name":"SHAP","score":0.6690000295639038},{"id":"https://openalex.org/keywords/lime","display_name":"lime","score":0.9929999709129333},{"id":"https://openalex.org/keywords/pulmonary-tuberculosis","display_name":"pulmonary tuberculosis","score":0.871999979019165},{"id":"https://openalex.org/keywords/multidisciplinary-team","display_name":"multidisciplinary team","score":0.5979999899864197},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.5389999747276306}],"concepts":[{"id":"https://openalex.org/C2779280984","wikidata":"https://www.wikidata.org/wiki/Q1472","display_name":"Crohn's disease","level":3,"score":0.6925347447395325},{"id":"https://openalex.org/C2909262708","wikidata":"https://www.wikidata.org/wiki/Q18553330","display_name":"INTESTINAL TUBERCULOSIS","level":3,"score":0.6695429086685181},{"id":"https://openalex.org/C2781069245","wikidata":"https://www.wikidata.org/wiki/Q12204","display_name":"Tuberculosis","level":2,"score":0.5749173760414124},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5478408932685852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4933909475803375},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4743182361125946},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3986371159553528},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34883230924606323},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.27521002292633057}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.2147/jmdh.s470429","doi":"https://doi.org/10.2147/jmdh.s470429","is_oa":true,"landing_page_url":"https://doi.org/10.2147/jmdh.s470429","pdf_url":"https://www.dovepress.com/article/download/94834","source":{"id":"https://openalex.org/S2764580016","display_name":"Journal of Multidisciplinary Healthcare","issn_l":"1178-2390","issn":["1178-2390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320348","host_organization_name":"Dove Medical Press","host_organization_lineage":["https://openalex.org/P4310320348","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Dove Medical Press","Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Multidisciplinary Healthcare","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11318598","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11318598","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11318598/pdf/jmdh-17-3835.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"J Multidiscip Healthc","raw_type":"Text"},{"id":"pmid:39135850","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39135850","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of multidisciplinary healthcare","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:9fb5dd658c2347afaf008fc5edb6c9f6","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/9fb5dd658c2347afaf008fc5edb6c9f6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Multidisciplinary Healthcare, Vol Volume 17, Pp 3835-3847 (2024)","raw_type":"article"},{"id":"pmh:oai:dovepress.com/94834","doi":null,"is_oa":true,"landing_page_url":"https://www.dovepress.com/a-machine-learning-method-for-differentiation-crohns-disease-and-intes-peer-reviewed-fulltext-article-JMDH","pdf_url":null,"source":{"id":"https://openalex.org/S4306401012","display_name":"Dove Medical Press (Taylor and Francis Group)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.2147/jmdh.s470429","doi":"https://doi.org/10.2147/jmdh.s470429","is_oa":true,"landing_page_url":"https://doi.org/10.2147/jmdh.s470429","pdf_url":"https://www.dovepress.com/article/download/94834","source":{"id":"https://openalex.org/S2764580016","display_name":"Journal of Multidisciplinary Healthcare","issn_l":"1178-2390","issn":["1178-2390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320348","host_organization_name":"Dove Medical Press","host_organization_lineage":["https://openalex.org/P4310320348","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Dove Medical Press","Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Multidisciplinary Healthcare","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.98580002784729}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322392","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401436809.pdf","grobid_xml":"https://content.openalex.org/works/W4401436809.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1979184889","https://openalex.org/W1989519512","https://openalex.org/W1990310518","https://openalex.org/W2016286809","https://openalex.org/W2049124419","https://openalex.org/W2064186732","https://openalex.org/W2138606067","https://openalex.org/W2166021109","https://openalex.org/W2780771183","https://openalex.org/W2890375360","https://openalex.org/W2897179754","https://openalex.org/W2944098284","https://openalex.org/W2976362764","https://openalex.org/W2976369463","https://openalex.org/W2986446268","https://openalex.org/W3092547488","https://openalex.org/W3121614855","https://openalex.org/W3135083987","https://openalex.org/W3157971178","https://openalex.org/W3197039049","https://openalex.org/W3205257258","https://openalex.org/W3207542615","https://openalex.org/W4210295570","https://openalex.org/W6910681941"],"related_works":["https://openalex.org/W4210295570","https://openalex.org/W4396638750","https://openalex.org/W7213965361","https://openalex.org/W4406702816","https://openalex.org/W3109346966","https://openalex.org/W4392806001","https://openalex.org/W3196915876","https://openalex.org/W7154591002","https://openalex.org/W2805850421","https://openalex.org/W3133230862"],"abstract_inverted_index":{"Background:":[0],"Whether":[1],"machine":[2],"learning":[3],"(ML)":[4],"can":[5],"assist":[6],"in":[7,67,129,187],"the":[8,83,87,95,145,192,195],"diagnosis":[9],"of":[10,97,144,175],"Crohn's":[11],"disease":[12],"(CD)":[13],"and":[14,30,51,54,72,94,101,119,127,135,141,147,152,171,177,191,198],"intestinal":[15],"tuberculosis":[16],"(ITB)":[17],"remains":[18],"to":[19],"be":[20],"explored.":[21],"Methods:":[22],"We":[23,157],"collected":[24],"clinical":[25,70,107,130,189],"data":[26],"from":[27],"241":[28],"patients,":[29],"51":[31],"parameters":[32],"were":[33,38,56,99,115,132,150],"included.":[34],"Six":[35],"ML":[36,63,89,111,123,146,160,166,183,196],"methods":[37,149],"tested,":[39],"including":[40],"logistic":[41],"regression,":[42],"decision":[43],"tree,":[44],"k-nearest":[45],"neighbor,":[46],"multinomial":[47],"NB,":[48],"multilayer":[49],"perceptron,":[50],"XGBoost.":[52,164],"SHAP":[53],"LIME":[55],"subsequently":[57],"introduced":[58],"as":[59],"interpretability":[60],"methods.":[61],"The":[62,91,104,122,138,165,182],"model":[64,161,167,184,197],"was":[65],"tested":[66],"a":[68,75],"real-world":[69,188],"practice":[71,131],"compared":[73],"with":[74,179],"multidisciplinary":[76],"team":[77],"(MDT)":[78],"meeting.":[79],"Results:":[80],"XGBoost":[81,98],"displays":[82],"best":[84],"performance":[85],"among":[86],"six":[88],"models.":[90],"diagnostic":[92,180],"AUROC":[93],"accuracy":[96],"0.946":[100],"0.884,":[102],"respectively.":[103,137],"top":[105],"three":[106],"features":[108],"affecting":[109],"our":[110],"model's":[112,124],"result":[113],"prediction":[114],"T-spot,":[116],"pulmonary":[117],"tuberculosis,":[118],"onset":[120],"age.":[121],"accuracy,":[125],"sensitivity,":[126],"specificity":[128],"0.860,":[133],"0.833,":[134],"0.871,":[136],"agreement":[139,193],"rate":[140],"kappa":[142],"coefficient":[143],"MDT":[148,199],"90.7%":[151],"0.780,":[153],"respectively":[154],"(P<0.001).":[155],"Conclusion:":[156],"developed":[158],"an":[159],"based":[162],"on":[163],"could":[168],"provide":[169],"effective":[170],"efficient":[172],"differential":[173],"diagnoses":[174],"ITB":[176],"CD":[178],"bases.":[181],"performs":[185],"well":[186],"practice,":[190],"between":[194],"is":[200],"strong.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-08-09T00:00:00"}
