{"id":"https://openalex.org/W4221076385","doi":"https://doi.org/10.1177/14604582221082868","title":"Clinical decision support system for early detection of Alzheimer\u2019s disease using an enhanced gradient boosted decision tree classifier","display_name":"Clinical decision support system for early detection of Alzheimer\u2019s disease using an enhanced gradient boosted decision tree classifier","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4221076385","doi":"https://doi.org/10.1177/14604582221082868","pmid":"https://pubmed.ncbi.nlm.nih.gov/35350906"},"language":"en","primary_location":{"id":"doi:10.1177/14604582221082868","is_oa":true,"landing_page_url":"https://doi.org/10.1177/14604582221082868","pdf_url":null,"source":{"id":"https://openalex.org/S201800618","display_name":"Health Informatics Journal","issn_l":"1460-4582","issn":["1460-4582","1741-2811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"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":"Health Informatics Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1177/14604582221082868","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076973778","display_name":"P. Jayashree","orcid":null},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jayashree P","raw_affiliation_strings":["Department of Computer Technology, Anna University, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Technology, Anna University, Chennai, India","institution_ids":["https://openalex.org/I33585257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038898698","display_name":"Janaka sudha G","orcid":null},"institutions":[{"id":"https://openalex.org/I170558118","display_name":"Sri Venkateswara University","ror":"https://ror.org/05weahn72","country_code":"IN","type":"education","lineage":["https://openalex.org/I170558118"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Janaka sudha G","raw_affiliation_strings":["Department of Computer Science and Engineering, Sri Venkateswara College of Engineering, Sriperumbudur, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Sri Venkateswara College of Engineering, Sriperumbudur, India","institution_ids":["https://openalex.org/I170558118"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108059404","display_name":"K Srinivasan","orcid":null},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Srinivasan K S","raw_affiliation_strings":["Department of Computer Technology, Anna University, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Technology, Anna University, Chennai, India","institution_ids":["https://openalex.org/I33585257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015565606","display_name":"Robert Wilson S","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Robert wilson S","raw_affiliation_strings":["Department of Neurology, SRM Institute of Science and Technology, Kattankulathur, India"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, SRM Institute of Science and Technology, Kattankulathur, India","institution_ids":["https://openalex.org/I145286018"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038898698"],"corresponding_institution_ids":["https://openalex.org/I170558118"],"apc_list":{"value":1500,"currency":"USD","value_usd":1500},"apc_paid":{"value":1500,"currency":"USD","value_usd":1500},"fwci":0.3431,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.53918581,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"28","issue":"1","first_page":"14604582221082868","last_page":"14604582221082868"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7260391712188721},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.688289999961853},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6757813096046448},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5819811820983887},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5234584212303162},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.466748982667923},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.4318097233772278},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.4124770164489746},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32162895798683167},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2870512008666992}],"concepts":[{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7260391712188721},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.688289999961853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6757813096046448},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5819811820983887},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5234584212303162},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.466748982667923},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.4318097233772278},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.4124770164489746},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32162895798683167},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2870512008666992},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1177/14604582221082868","is_oa":true,"landing_page_url":"https://doi.org/10.1177/14604582221082868","pdf_url":null,"source":{"id":"https://openalex.org/S201800618","display_name":"Health Informatics Journal","issn_l":"1460-4582","issn":["1460-4582","1741-2811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"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":"Health Informatics Journal","raw_type":"journal-article"},{"id":"pmid:35350906","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35350906","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,"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":"Health informatics journal","raw_type":null}],"best_oa_location":{"id":"doi:10.1177/14604582221082868","is_oa":true,"landing_page_url":"https://doi.org/10.1177/14604582221082868","pdf_url":null,"source":{"id":"https://openalex.org/S201800618","display_name":"Health Informatics Journal","issn_l":"1460-4582","issn":["1460-4582","1741-2811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"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":"Health Informatics Journal","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1581587400","https://openalex.org/W2025786233","https://openalex.org/W2041677347","https://openalex.org/W2057536936","https://openalex.org/W2063575312","https://openalex.org/W2070796617","https://openalex.org/W2079079048","https://openalex.org/W2091374137","https://openalex.org/W2094637188","https://openalex.org/W2120864016","https://openalex.org/W2129030910","https://openalex.org/W2306325178","https://openalex.org/W2591282587","https://openalex.org/W2600084629","https://openalex.org/W2606029312","https://openalex.org/W2772572665","https://openalex.org/W2783694832","https://openalex.org/W2785884857","https://openalex.org/W2912347367","https://openalex.org/W2912641089","https://openalex.org/W2947761451","https://openalex.org/W2950872660","https://openalex.org/W2983431646","https://openalex.org/W2999678769","https://openalex.org/W3008881332","https://openalex.org/W3044763704","https://openalex.org/W3087084215","https://openalex.org/W3112218802"],"related_works":["https://openalex.org/W2563096758","https://openalex.org/W1470425429","https://openalex.org/W4318350883","https://openalex.org/W4328134586","https://openalex.org/W4205478082","https://openalex.org/W4386053843","https://openalex.org/W4312918337","https://openalex.org/W4323902652","https://openalex.org/W2754051746","https://openalex.org/W3171583158"],"abstract_inverted_index":{"Alzheimer's":[0],"disease":[1,86,125,128],"(AD)":[2],"is":[3,112,171,185],"one":[4],"of":[5,10,17,28,48,103,123,157,164,182],"the":[6,18,24,62,64,121,124,135,147,155,165,179,192,196],"most":[7],"common":[8],"forms":[9],"dementia":[11],"contributing":[12],"to":[13,38,52,114,117,153,187,191],"more":[14],"than":[15],"70%":[16],"cases.":[19],"The":[20,162],"factors":[21],"accounting":[22],"for":[23],"cause":[25],"and":[26,41,45,57,71,127,184],"progression":[27],"neurodegenerative":[29],"diseases":[30],"like":[31],"AD":[32,49,158],"are":[33,139],"primarily":[34],"genetic,":[35],"in":[36,105,146,195],"addition":[37],"life":[39],"style":[40],"environmental":[42],"factors.":[43],"Early":[44],"accurate":[46],"diagnoses":[47],"empower":[50],"practitioners":[51],"take":[53],"timely":[54],"clinical":[55],"decisions":[56],"preventive":[58],"actions.":[59],"This":[60],"being":[61],"motivation,":[63],"work":[65],"proposes":[66],"a":[67,84,96,143],"novel":[68],"pattern":[69,90],"matching":[70],"scoring":[72,110],"method":[73],"on":[74,120,173],"genetic":[75],"material":[76],"towards":[77],"devising":[78],"an":[79,101],"effective":[80],"classifier.":[81],"We":[82],"propose":[83],"distinctive":[85],"causing":[87,126],"gene":[88,167],"sequence":[89],"identification":[91],"using":[92],"suffix":[93],"trees":[94],"as":[95,142],"base":[97],"detection":[98],"model":[99],"with":[100,134,178],"accuracy":[102,181],"91.5%":[104],"linear":[106],"time":[107],"complexity.":[108],"A":[109],"mechanism":[111],"implemented":[113],"assign":[115],"scores":[116,138],"genes":[118],"based":[119],"severity":[122],"resistant":[129],"Single":[130],"Nucleotide":[131],"Polymorphisms":[132],"associated":[133],"genes.":[136],"These":[137],"then":[140],"used":[141],"remarkable":[144],"feature":[145],"gradient":[148],"boosted":[149],"decision":[150],"tree":[151],"classifier":[152,170],"enhance":[154],"classification":[156],"versus":[159],"healthy":[160],"control.":[161],"efficiency":[163],"proposed":[166],"powered":[168],"EGBDT":[169],"evaluated":[172],"ADNI":[174],"benchmark":[175],"data":[176],"set":[177],"prediction":[180],"94.16%":[183],"found":[186],"be":[188],"efficient":[189],"compared":[190],"recent":[193],"works":[194],"literature.":[197]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
