{"id":"https://openalex.org/W2890949773","doi":"https://doi.org/10.1186/s12911-018-0658-y","title":"Data to diagnosis in global health: a 3P approach","display_name":"Data to diagnosis in global health: a 3P approach","publication_year":2018,"publication_date":"2018-09-04","ids":{"openalex":"https://openalex.org/W2890949773","doi":"https://doi.org/10.1186/s12911-018-0658-y","mag":"2890949773","pmid":"https://pubmed.ncbi.nlm.nih.gov/30180839"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-018-0658-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-018-0658-y","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0658-y","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0658-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004422698","display_name":"Rahul Krishnan Pathinarupothi","orcid":"https://orcid.org/0000-0002-0435-6085"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Rahul Krishnan Pathinarupothi","raw_affiliation_strings":["Amrita Center for Wireless Networks & Applications (AmritaWNA), Amrita School of Engineering, Amritapuri, Amrita Vishwa Vidyapeetham, India. rahulkrishnan@am.amrita.edu","Amrita Center for Wireless Networks & Applications (AmritaWNA), Amrita School of Engineering, Amritapuri, Amrita Vishwa Vidyapeetham, India"],"raw_orcid":"https://orcid.org/0000-0002-0435-6085","affiliations":[{"raw_affiliation_string":"Amrita Center for Wireless Networks & Applications (AmritaWNA), Amrita School of Engineering, Amritapuri, Amrita Vishwa Vidyapeetham, India. rahulkrishnan@am.amrita.edu","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Amrita Center for Wireless Networks & Applications (AmritaWNA), Amrita School of Engineering, Amritapuri, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023274424","display_name":"P. Durga","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. Durga","raw_affiliation_strings":["Amrita Center for Wireless Networks & Applications (AmritaWNA), Amrita School of Engineering, Amritapuri, Amrita Vishwa Vidyapeetham, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amrita Center for Wireless Networks & Applications (AmritaWNA), Amrita School of Engineering, Amritapuri, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039391391","display_name":"Ekanath Rangan","orcid":"https://orcid.org/0000-0001-5168-3508"},"institutions":[{"id":"https://openalex.org/I1282879092","display_name":"Amrita Institute of Medical Sciences and Research Centre","ror":"https://ror.org/05ahcwz21","country_code":"IN","type":"healthcare","lineage":["https://openalex.org/I1282879092"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ekanath Srihari Rangan","raw_affiliation_strings":["School of Medicine, Amrita Institute of Medical Science, Cochin, Amrita Vishwa Vidyapeetham, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Amrita Institute of Medical Science, Cochin, Amrita Vishwa Vidyapeetham, India","institution_ids":["https://openalex.org/I1282879092"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004422698"],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":1.0162,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.8282934,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"18","issue":"1","first_page":"78","last_page":"78"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.6621000170707703,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.6621000170707703,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.09160000085830688,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.03359999880194664,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/health-informatics","display_name":"Health informatics","score":0.8350840210914612},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5343296527862549},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4405099153518677},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.32804492115974426},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3066166639328003},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.2147158682346344}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.8350840210914612},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5343296527862549},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4405099153518677},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.32804492115974426},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3066166639328003},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.2147158682346344}],"mesh":[{"descriptor_ui":"D001330","descriptor_name":"Electronic Data Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001330","descriptor_name":"Electronic Data Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001330","descriptor_name":"Electronic Data Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003142","descriptor_name":"Communication","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003142","descriptor_name":"Communication","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003142","descriptor_name":"Communication","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":"D007194","descriptor_name":"India","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007194","descriptor_name":"India","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007194","descriptor_name":"India","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014943","descriptor_name":"Global Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014943","descriptor_name":"Global Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014943","descriptor_name":"Global Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058998","descriptor_name":"Remote Sensing Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058998","descriptor_name":"Remote Sensing Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058998","descriptor_name":"Remote Sensing Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-018-0658-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-018-0658-y","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0658-y","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:30180839","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30180839","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:fd009d33a4eb427d98e8cb050afb9e62","is_oa":false,"landing_page_url":"https://doaj.org/article/fd009d33a4eb427d98e8cb050afb9e62","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,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 18, Iss 1, Pp 1-13 (2018)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:5080610","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6124014","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-018-0658-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-018-0658-y","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0658-y","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311327","display_name":"Amrita Vishwa Vidyapeetham University","ror":"https://ror.org/03am10p12"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2890949773.pdf","grobid_xml":"https://content.openalex.org/works/W2890949773.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1541250240","https://openalex.org/W1967852667","https://openalex.org/W1979873644","https://openalex.org/W1985052560","https://openalex.org/W2003302741","https://openalex.org/W2022478431","https://openalex.org/W2027826500","https://openalex.org/W2033609349","https://openalex.org/W2046788142","https://openalex.org/W2060709785","https://openalex.org/W2066198076","https://openalex.org/W2136744557","https://openalex.org/W2149146104","https://openalex.org/W2162800060","https://openalex.org/W2164179736","https://openalex.org/W2313741771","https://openalex.org/W2341741512","https://openalex.org/W2344230519","https://openalex.org/W2563212856","https://openalex.org/W2586544099","https://openalex.org/W2606313992","https://openalex.org/W6684057482"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W4380684963","https://openalex.org/W4248671430","https://openalex.org/W2073564825","https://openalex.org/W2046591752","https://openalex.org/W3171719212","https://openalex.org/W2282584967"],"abstract_inverted_index":{"BACKGROUND:":[0],"With":[1],"connected":[2],"medical":[3,151],"devices":[4],"fast":[5],"becoming":[6],"ubiquitous":[7],"in":[8,107,125,237,252,267,296,301,312,319,336],"healthcare":[9,70,298],"monitoring":[10],"there":[11],"is":[12,32,90,140],"a":[13,33,43,56,69,141,149,155,233],"deluge":[14],"of":[15,25,68,88,109,133,138,148,178,204,226,323,329],"data":[16,26,71,101,171,206],"coming":[17],"from":[18,208,232],"multiple":[19],"body-attached":[20],"sensors.":[21],"Transforming":[22],"this":[23,39],"flood":[24],"into":[27,102],"effective":[28,84],"and":[29,51,66,73,123,127,191,287,308,334],"efficient":[30],"diagnosis":[31],"major":[34],"challenge.":[35],"METHODS:":[36],"To":[37],"address":[38],"challenge,":[40],"we":[41,61,77,220,263],"present":[42,62],"3P":[44],"approach:":[45],"personalized":[46,119],"patient":[47,205,303],"monitoring,":[48],"precision":[49,111],"diagnostics,":[50],"preventive":[52],"criticality":[53],"alerts.":[54],"In":[55,261],"collaborative":[57],"work":[58],"with":[59],"doctors,":[60],"the":[63,115,131,168,175,188,209,223,227,244,278,288,313,321,327,337],"design,":[64],"development,":[65],"testing":[67],"analytics":[72],"communication":[74],"framework":[75],"that":[76,95,243],"call":[78],"RASPRO":[79,89,245],"(Rapid":[80],"Active":[81],"Summarization":[82],"for":[83,117,170,215],"PROgnosis).":[85],"The":[86,136,240,284,305],"heart":[87],"Physician":[91],"Assist":[92],"Filters":[93],"(PAF)":[94],"transform":[96],"unwieldy":[97],"multi-sensor":[98],"time":[99,258],"series":[100,259],"summarized":[103],"patient/disease":[104],"specific":[105],"trends":[106],"steps":[108],"progressive":[110],"as":[112,154,248,250],"demanded":[113],"by":[114],"doctor":[116,230],"patient's":[118,150],"condition":[120],"at":[121],"hand":[122],"help":[124],"identifying":[126],"subsequently":[128],"predictively":[129],"alerting":[130],"onset":[132],"critical":[134],"conditions.":[135],"output":[137],"PAFs":[139,310],"clinically":[142],"useful,":[143],"yet":[144],"extremely":[145],"succinct":[146],"summary":[147],"condition,":[152],"represented":[153],"motif,":[156],"which":[157],"could":[158],"be":[159,294],"sent":[160],"to":[161,194,293],"remote":[162,302],"doctors":[163],"even":[164],"over":[165],"SMS,":[166],"reducing":[167],"need":[169],"bandwidths.":[172],"We":[173,198],"evaluate":[174],"clinical":[176,224],"validity":[177],"these":[179,217],"techniques":[180,290],"using":[181,270,277],"SVM":[182],"machine":[183],"learning":[184],"models":[185],"measuring":[186],"both":[187],"predictive":[189],"power":[190],"its":[192],"ability":[193],"classify":[195],"disease":[196],"condition.":[197],"used":[199],"more":[200],"than":[201],"16,000":[202],"min":[203],"(N=70)":[207],"openly":[210],"available":[211],"MIMIC":[212],"II":[213],"database":[214],"conducting":[216],"experiments.":[218],"Furthermore,":[219],"also":[221,264],"report":[222],"utility":[225],"system":[228,286],"through":[229],"feedback":[231],"large":[234],"super-speciality":[235],"hospital":[236],"India.":[238],"RESULTS:":[239],"results":[241],"show":[242],"motifs":[246],"perform":[247],"well":[249],"(and":[251],"many":[253,297],"cases":[254],"better":[255],"than)":[256],"raw":[257],"data.":[260],"addition,":[262],"see":[265],"improvement":[266],"diagnostic":[268],"performance":[269,318],"optimized":[271],"sensor":[272],"severity":[273,281],"threshold":[274],"ranges":[275],"set":[276],"personalization":[279],"PAF":[280],"quantizer.":[282],"CONCLUSION:":[283],"RASPRO-PAF":[285],"associated":[289],"are":[291],"found":[292],"useful":[295],"applications,":[299],"especially":[300],"monitoring.":[304],"personalization,":[306],"precision,":[307],"prevention":[309],"presented":[311],"paper":[314],"successfully":[315],"shows":[316],"remarkable":[317],"satisfying":[320],"goals":[322],"3Ps,":[324],"thereby":[325],"providing":[326],"advantages":[328],"three":[330],"A's:":[331],"availability,":[332],"affordability,":[333],"accessibility":[335],"global":[338],"health":[339],"scenario.":[340]},"counts_by_year":[{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
