{"id":"https://openalex.org/W3149018868","doi":"https://doi.org/10.3233/idt-200044","title":"Machine learning for precision medicine forecasts and challenges when incorporating non omics and omics data","display_name":"Machine learning for precision medicine forecasts and challenges when incorporating non omics and omics data","publication_year":2021,"publication_date":"2021-03-24","ids":{"openalex":"https://openalex.org/W3149018868","doi":"https://doi.org/10.3233/idt-200044","mag":"3149018868"},"language":"en","primary_location":{"id":"doi:10.3233/idt-200044","is_oa":false,"landing_page_url":"https://doi.org/10.3233/idt-200044","pdf_url":null,"source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5021234960","display_name":"J. Susymary","orcid":null},"institutions":[{"id":"https://openalex.org/I98499257","display_name":"Kalasalingam Academy of Research and Education","ror":"https://ror.org/04fm2fn75","country_code":"IN","type":"education","lineage":["https://openalex.org/I98499257"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"J. Susymary","raw_affiliation_strings":["Department of Computer Applications, Kalasalingam Academy of Research and Education, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Applications, Kalasalingam Academy of Research and Education, Tamil Nadu, India","institution_ids":["https://openalex.org/I98499257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045159488","display_name":"P. Deepalakshmi","orcid":null},"institutions":[{"id":"https://openalex.org/I98499257","display_name":"Kalasalingam Academy of Research and Education","ror":"https://ror.org/04fm2fn75","country_code":"IN","type":"education","lineage":["https://openalex.org/I98499257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. Deepalakshmi","raw_affiliation_strings":["Department of Computer Science and Engineering, Kalasalingam Academy of Research and Education, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kalasalingam Academy of Research and Education, Tamil Nadu, India","institution_ids":["https://openalex.org/I98499257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5021234960"],"corresponding_institution_ids":["https://openalex.org/I98499257"],"apc_list":null,"apc_paid":null,"fwci":0.1008,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.43325691,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"15","issue":"1","first_page":"69","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/omics","display_name":"Omics","score":0.9071869850158691},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"Precision medicine","score":0.7562589645385742},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6534781455993652},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.6334988474845886},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5741907358169556},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48972275853157043},{"id":"https://openalex.org/keywords/personalized-medicine","display_name":"Personalized medicine","score":0.47040921449661255},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4398655295372009},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.41776710748672485},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35282543301582336},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.2675686776638031},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2065914273262024},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10883572697639465}],"concepts":[{"id":"https://openalex.org/C157585117","wikidata":"https://www.wikidata.org/wiki/Q158666","display_name":"Omics","level":2,"score":0.9071869850158691},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.7562589645385742},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6534781455993652},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.6334988474845886},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5741907358169556},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48972275853157043},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.47040921449661255},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4398655295372009},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.41776710748672485},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35282543301582336},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.2675686776638031},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2065914273262024},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10883572697639465},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/idt-200044","is_oa":false,"landing_page_url":"https://doi.org/10.3233/idt-200044","pdf_url":null,"source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W72130625","https://openalex.org/W634619152","https://openalex.org/W1983755230","https://openalex.org/W2008906462","https://openalex.org/W2019577055","https://openalex.org/W2031904641","https://openalex.org/W2074973972","https://openalex.org/W2080828514","https://openalex.org/W2101154649","https://openalex.org/W2126745010","https://openalex.org/W2128985829","https://openalex.org/W2130831435","https://openalex.org/W2157713029","https://openalex.org/W2159080219","https://openalex.org/W2159498276","https://openalex.org/W2160056887","https://openalex.org/W2161784556","https://openalex.org/W2167769381","https://openalex.org/W2176258934","https://openalex.org/W2202715525","https://openalex.org/W2264272133","https://openalex.org/W2294999057","https://openalex.org/W2345630062","https://openalex.org/W2345706778","https://openalex.org/W2410143861","https://openalex.org/W2500760875","https://openalex.org/W2512752893","https://openalex.org/W2522738868","https://openalex.org/W2529567951","https://openalex.org/W2530656418","https://openalex.org/W2550943591","https://openalex.org/W2574929289","https://openalex.org/W2583949775","https://openalex.org/W2590468396","https://openalex.org/W2594649246","https://openalex.org/W2607350314","https://openalex.org/W2720445064","https://openalex.org/W2733653554","https://openalex.org/W2739358848","https://openalex.org/W2748718876","https://openalex.org/W2754102394","https://openalex.org/W2767412527","https://openalex.org/W2768109521","https://openalex.org/W2775922218","https://openalex.org/W2790173628","https://openalex.org/W2792883041","https://openalex.org/W2799071577","https://openalex.org/W2884724578","https://openalex.org/W2892288330","https://openalex.org/W2895671827","https://openalex.org/W2899016929","https://openalex.org/W2902240328","https://openalex.org/W2907716967","https://openalex.org/W2909327627","https://openalex.org/W2914622272","https://openalex.org/W2921518676","https://openalex.org/W2924366642","https://openalex.org/W2940357664","https://openalex.org/W2951209146","https://openalex.org/W2981017483","https://openalex.org/W2998957378","https://openalex.org/W3022501708","https://openalex.org/W3024801014","https://openalex.org/W4236354166","https://openalex.org/W6704538397","https://openalex.org/W6739444383","https://openalex.org/W6750678421"],"related_works":["https://openalex.org/W3082935376","https://openalex.org/W4386960999","https://openalex.org/W2899657781","https://openalex.org/W4322484660","https://openalex.org/W2770866531","https://openalex.org/W2788286722","https://openalex.org/W3193951088","https://openalex.org/W4388011470","https://openalex.org/W4230423494","https://openalex.org/W2042445733"],"abstract_inverted_index":{"Precision":[0],"Medicine":[1],"has":[2],"emerged":[3],"as":[4],"a":[5,16,58,99,172],"preventive,":[6],"diagnostic":[7],"and":[8,25,49,66,113,117,122,141,153,165],"treatment":[9],"tool":[10],"to":[11,148,162],"approach":[12],"human":[13],"diseases":[14,136],"in":[15,27,34,41,53,82,119,156,171],"personalized":[17],"manner.":[18],"Since":[19],"precision":[20,101,127,166],"medicine":[21,102,128,167],"incorporates":[22],"omics":[23,55,69,114,142],"data":[24,48,56,65,70,76,112,120,151],"knowledge":[26,52],"personal":[28],"health":[29],"records,":[30],"people":[31],"who":[32],"live":[33],"industrially":[35],"polluted":[36],"areas":[37],"have":[38],"an":[39],"advantage":[40],"the":[42,72,88,95,108,126,149],"medicinal":[43],"field.":[44],"Integration":[45],"of":[46,63,90,98,110],"non-omics":[47,64,111,134],"related":[50],"biological":[51],"term":[54],"is":[57],"reality.":[59],"The":[60,130],"heterogenic":[61],"characteristics":[62],"high":[67],"dimensional":[68],"makes":[71],"integration":[73,109],"challengeable.":[74],"Hard":[75],"analytics":[77,152],"problems":[78],"create":[79],"better":[80],"opportunities":[81],"analytics.":[83],"This":[84,144],"review":[85],"cut":[86],"across":[87],"boundaries":[89],"machine":[91],"learning":[92],"models":[93],"for":[94,107,125],"eventual":[96],"development":[97],"successful":[100],"forecast":[103,168],"model,":[104],"different":[105],"strategies":[106],"data,":[115,135],"limitations":[116],"challenges":[118],"integration,":[121],"future":[123,157],"directions":[124],"forecasts.":[129],"literature":[131],"also":[132],"discusses":[133],"associated":[137],"with":[138],"air":[139],"pollutants,":[140],"data.":[143],"information":[145],"gives":[146],"insight":[147],"integrated":[150],"their":[154],"application":[155],"project":[158],"implications.":[159],"It":[160],"intends":[161],"motivate":[163],"researchers":[164],"model":[169],"developers":[170],"global":[173],"integrative":[174],"analytical":[175],"approach.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
