{"id":"https://openalex.org/W161482141","doi":null,"title":"Generation of classification criteria for chronic fatigue syndrome using an artificial neural network and traditional criteria set.","display_name":"Generation of classification criteria for chronic fatigue syndrome using an artificial neural network and traditional criteria set.","publication_year":2002,"publication_date":"2002-01-01","ids":{"openalex":"https://openalex.org/W161482141","mag":"161482141","pmid":"https://pubmed.ncbi.nlm.nih.gov/11980359"},"language":"en","primary_location":{"id":"pmid:11980359","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/11980359","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":"In vivo (Athens, Greece)","raw_type":"Journal Article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078758540","display_name":"Roland Linder","orcid":"https://orcid.org/0000-0001-9568-3331","observed_orcids":["https://orcid.org/0000-0001-9568-3331"]},"institutions":[{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"R Linder","raw_affiliation_strings":["Institute of Medical Informatics, Medical University of L\u00fcbeck, Ratzeburger Allee 160, 23538 L\u00fcbeck, Germany. linder@medinf.mu-luebeck.de"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Informatics, Medical University of L\u00fcbeck, Ratzeburger Allee 160, 23538 L\u00fcbeck, Germany. linder@medinf.mu-luebeck.de","institution_ids":["https://openalex.org/I9341345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061230416","display_name":"Robert Dinser","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"R Dinser","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"M Wagner","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M Wagner","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"G R F Krueger","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G R F Krueger","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"A Hoffmann","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"A Hoffmann","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7295,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.69646865,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"16","issue":"1","first_page":"37","last_page":"43"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11282","display_name":"Fibromyalgia and Chronic Fatigue Syndrome Research","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11282","display_name":"Fibromyalgia and Chronic Fatigue Syndrome Research","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T11368","display_name":"Long-Term Effects of COVID-19","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/chronic-fatigue-syndrome","display_name":"chronic fatigue syndrome","score":1.0},{"id":"https://openalex.org/keywords/classification-criteria","display_name":"classification criteria","score":0.9769999980926514},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9929999709129333},{"id":"https://openalex.org/keywords/systemic-lupus-erythematosus","display_name":"systemic lupus erythematosus","score":0.9679999947547913},{"id":"https://openalex.org/keywords/fibromyalgia","display_name":"fibromyalgia","score":0.8700000047683716},{"id":"https://openalex.org/keywords/fatigue-syndrome","display_name":"fatigue syndrome","score":0.7289999723434448},{"id":"https://openalex.org/keywords/regression-trees","display_name":"regression trees","score":0.7760000228881836},{"id":"https://openalex.org/keywords/diagnostic-accuracy","display_name":"diagnostic accuracy","score":0.5460000038146973},{"id":"https://openalex.org/keywords/symptom-interrelationships","display_name":"symptom interrelationships","score":0.33899998664855957}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6062093377113342},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6017226576805115},{"id":"https://openalex.org/C2777831278","wikidata":"https://www.wikidata.org/wiki/Q540571","display_name":"Fibromyalgia","level":2,"score":0.5130881071090698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49261409044265747},{"id":"https://openalex.org/C2779566273","wikidata":"https://www.wikidata.org/wiki/Q209733","display_name":"Chronic fatigue syndrome","level":2,"score":0.4625154733657837},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.44118720293045044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42463845014572144},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.29763978719711304},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2571304440498352}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005356","descriptor_name":"Fibromyalgia","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D005356","descriptor_name":"Fibromyalgia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008180","descriptor_name":"Lupus Erythematosus, Systemic","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D008180","descriptor_name":"Lupus Erythematosus, Systemic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015673","descriptor_name":"Fatigue Syndrome, Chronic","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D015673","descriptor_name":"Fatigue Syndrome, Chronic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"pmid:11980359","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/11980359","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":"In vivo (Athens, Greece)","raw_type":"Journal Article"},{"id":"mag:161482141","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/11980359","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":null,"is_accepted":false,"is_published":false,"raw_source_name":"PubMed","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9922999739646912}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2139879151","https://openalex.org/W2040787119","https://openalex.org/W115108717","https://openalex.org/W7096589790","https://openalex.org/W2084154491","https://openalex.org/W2319086799","https://openalex.org/W2107338517","https://openalex.org/W2806127437","https://openalex.org/W2014220973","https://openalex.org/W2276686801"],"abstract_inverted_index":{"OBJECTIVE:":[0],"The":[1,97,198],"definition":[2],"of":[3,37,93,123,162,167,176,188,207,214,219],"chronic":[4],"fatigue":[5],"syndrome":[6,62],"(CFS)":[7],"is":[8],"still":[9],"disputed":[10],"and":[11,39,60,76,132,164,192],"no":[12],"validated":[13,142,183],"classification":[14,45,113,187,196,218],"criteria":[15,46,114,140,152,184,201],"have":[16,159],"been":[17],"published.":[18],"Artificial":[19],"neural":[20,135],"networks":[21,136],"(ANN)":[22],"are":[23],"computer-based":[24],"models":[25],"that":[26],"can":[27],"help":[28,92,206],"to":[29,50,111,158],"evaluate":[30],"complex":[31,222],"correlations.":[32],"We":[33,181,209],"examined":[34],"the":[35,144,177,186,205,212,217],"utility":[36],"ANN":[38,155,169,215],"other":[40,51,178],"conventional":[41],"methods":[42],"in":[43,137],"generating":[44],"for":[47,185,216],"CFS":[48,189],"compared":[49],"diseases":[52],"with":[53,70,74,78,91,143,204,221],"prominent":[54],"fatigue,":[55],"systemic":[56],"lupus":[57],"erythematosus":[58],"(SLE)":[59],"fibromyalgia":[61],"(FMA).":[63],"PATIENTS":[64],"AND":[65],"METHODS:":[66],"Ninety-nine":[67],"case":[68],"patients":[69,73,98],"CFS,":[71],"41":[72],"SLE":[75,191],"58":[77],"FMA":[79],"were":[80,89,99,141,156,202],"recruited":[81],"from":[82],"a":[83,94,160,165,171],"generalist":[84],"outpatient":[85],"population.":[86],"Clinical":[87],"symptoms":[88,224],"documented":[90],"predefined":[95],"questionnaire.":[96],"randomly":[100],"divided":[101],"into":[102],"two":[103],"groups.":[104],"One":[105],"group":[106,146],"(n":[107,147],"=":[108,148],"158)":[109],"served":[110],"derive":[112],"sets":[115],"by":[116,154],"two-fold":[117],"cross-validation,":[118],"using":[119],"a)":[120],"unweighted":[121],"application":[122],"criteria,":[124],"b)":[125],"regression":[126,129],"coefficients,":[127],"c)":[128],"tree":[130],"analysis,":[131],"d)":[133],"artificial":[134],"parallel.":[138],"These":[139],"second":[145],"40).":[149],"RESULTS:":[150],"Classification":[151],"developed":[153],"found":[157],"sensitivity":[161],"95%":[163],"specificity":[166],"85%.":[168],"achieved":[170],"higher":[172],"accuracy":[173],"than":[174],"any":[175],"methods.":[179],"CONCLUSION:":[180],"present":[182],"versus":[190],"FMA,":[193],"comparing":[194],"different":[195],"approaches.":[197],"most":[199],"accurate":[200],"derived":[203],"ANN.":[208],"therefore":[210],"recommend":[211],"use":[213],"syndromes":[220],"interrelated":[223],"like":[225],"CFS.":[226]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
