{"id":"https://openalex.org/W2520272037","doi":"https://doi.org/10.4018/ijhisi.2016100104","title":"Predicting Hypoglycemia in Diabetic Patients Using Time-Sensitive Artificial Neural Networks","display_name":"Predicting Hypoglycemia in Diabetic Patients Using Time-Sensitive Artificial Neural Networks","publication_year":2016,"publication_date":"2016-09-06","ids":{"openalex":"https://openalex.org/W2520272037","doi":"https://doi.org/10.4018/ijhisi.2016100104","mag":"2520272037"},"language":"en","primary_location":{"id":"doi:10.4018/ijhisi.2016100104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijhisi.2016100104","pdf_url":null,"source":{"id":"https://openalex.org/S139009114","display_name":"International Journal of Healthcare Information Systems and Informatics","issn_l":"1555-3396","issn":["1555-3396","1555-340X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Healthcare Information Systems and Informatics","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/A5054139378","display_name":"Khouloud Safi Eljil","orcid":null},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Khouloud Safi Eljil","raw_affiliation_strings":["Department of Computer Science and Engineering, American University of Sharjah, Sharjah, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049131219","display_name":"Ghassan Z. Qadah","orcid":null},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ghassan Qadah","raw_affiliation_strings":["Department of Computer Science and Engineering, American University of Sharjah, Sharjah, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019982874","display_name":"Michel Pasquier","orcid":"https://orcid.org/0000-0001-7068-3343"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Michel Pasquier","raw_affiliation_strings":["Department of Computer Science and Engineering, American University of Sharjah, Sharjah, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5054139378"],"corresponding_institution_ids":["https://openalex.org/I199440890"],"apc_list":null,"apc_paid":null,"fwci":0.7345,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.76024836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"11","issue":"4","first_page":"70","last_page":"88"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T10560","display_name":"Diabetes Management and Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T14189","display_name":"Intravenous Infusion Technology and Safety","score":0.9455999732017517,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9377999901771545,"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/hypoglycemia","display_name":"Hypoglycemia","score":0.8748632669448853},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6627964377403259},{"id":"https://openalex.org/keywords/glycemic","display_name":"Glycemic","score":0.6261444687843323},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.5686090588569641},{"id":"https://openalex.org/keywords/coma","display_name":"Coma (optics)","score":0.47635459899902344},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.4065619111061096},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.36589911580085754},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.3470982611179352},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.3248906135559082},{"id":"https://openalex.org/keywords/endocrinology","display_name":"Endocrinology","score":0.18052318692207336}],"concepts":[{"id":"https://openalex.org/C2780668416","wikidata":"https://www.wikidata.org/wiki/Q202758","display_name":"Hypoglycemia","level":3,"score":0.8748632669448853},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6627964377403259},{"id":"https://openalex.org/C2780473172","wikidata":"https://www.wikidata.org/wiki/Q5572518","display_name":"Glycemic","level":3,"score":0.6261444687843323},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5686090588569641},{"id":"https://openalex.org/C100136789","wikidata":"https://www.wikidata.org/wiki/Q1772448","display_name":"Coma (optics)","level":2,"score":0.47635459899902344},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4065619111061096},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.36589911580085754},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.3470982611179352},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3248906135559082},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.18052318692207336},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijhisi.2016100104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijhisi.2016100104","pdf_url":null,"source":{"id":"https://openalex.org/S139009114","display_name":"International Journal of Healthcare Information Systems and Informatics","issn_l":"1555-3396","issn":["1555-3396","1555-340X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Healthcare Information Systems and Informatics","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jhisi0:v:11:y:2016:i:4:p:70-88","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJHISI.2016100104","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8700000047683716,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1595446475","https://openalex.org/W1825077972","https://openalex.org/W1907470218","https://openalex.org/W1963833218","https://openalex.org/W2004514094","https://openalex.org/W2018471296","https://openalex.org/W2031534975","https://openalex.org/W2041058086","https://openalex.org/W2059365662","https://openalex.org/W2060911425","https://openalex.org/W2078687483","https://openalex.org/W2118323629","https://openalex.org/W2118414527","https://openalex.org/W2122381408","https://openalex.org/W2129006534","https://openalex.org/W2139342606","https://openalex.org/W2142433802","https://openalex.org/W2150316038","https://openalex.org/W2167276257","https://openalex.org/W2769264260"],"related_works":["https://openalex.org/W3033200810","https://openalex.org/W4309072394","https://openalex.org/W4281659109","https://openalex.org/W4213318607","https://openalex.org/W2886769119","https://openalex.org/W952600","https://openalex.org/W2138612331","https://openalex.org/W4254333977","https://openalex.org/W2398360149","https://openalex.org/W2373648995"],"abstract_inverted_index":{"Type-One":[0],"Diabetes":[1],"Mellitus":[2],"(T1DM)":[3],"is":[4,104,118,194],"a":[5,44,49,62,85,108,115,140,144,165,186,223],"chronic":[6],"disease":[7],"characterized":[8],"by":[9,184],"the":[10,38,57,121,129,137,152],"elevation":[11],"of":[12,35,59,125,147,161,168,211,215,220],"glucose":[13,68,89],"levels":[14,69,90],"within":[15,164],"patient's":[16],"blood.":[17],"It":[18],"can":[19,41,96],"lead":[20,42,72],"to":[21,43,73,110,119,131,156,177,181,196],"serious":[22],"complications":[23],"including":[24],"kidney":[25],"and":[26,30,75,127,163,203,217],"heart":[27],"diseases,":[28],"stroke,":[29],"blindness.":[31],"The":[32],"proper":[33,112,187],"treatment":[34,50],"diabetes,":[36],"on":[37,84],"other":[39],"hand,":[40],"normal":[45],"longevity.":[46],"Yet":[47,100],"such":[48,132],"requires":[51],"tight":[52],"glycemic":[53],"control":[54],"which":[55],"increases":[56],"risk":[58],"developing":[60],"hypoglycemia;":[61],"sudden":[63],"drop":[64],"in":[65],"patients'":[66],"blood":[67],"that":[70,142,193],"could":[71],"coma":[74],"possibly":[76],"death.":[77],"Continuous":[78],"Glucose":[79],"Monitoring":[80],"(CGM)":[81],"devices":[82,95],"placed":[83],"patient":[86,109,130],"body,":[87],"measure":[88],"every":[91],"few":[92],"minutes.":[93,170],"These":[94],"also":[97],"detect":[98],"hypoglycemia.":[99],"detecting":[101],"hypoglycemia":[102,158,183,198],"sometimes":[103],"too":[105],"late":[106],"for":[107],"take":[111],"action,":[113],"so":[114],"better":[116],"approach":[117],"predict":[120,157,197],"hypoglycemic":[122],"events":[123,159,199],"ahead":[124,160],"time":[126,162],"alarm":[128],"occurrences.":[133],"In":[134],"this":[135],"research,":[136],"authors":[138],"develop":[139],"system":[141,192],"involves":[143],"special":[145],"type":[146],"Artificial":[148],"Neural":[149],"Networks":[150],"(ANN),":[151],"Time-Sensitive":[153],"ANN":[154],"(TS-ANN),":[155],"prediction":[166],"horizon":[167],"thirty":[169],"This":[171],"period":[172],"should":[173],"be":[174],"long":[175],"enough":[176],"enable":[178],"diabetic":[179],"patients":[180],"avoid":[182],"taking":[185],"action.":[188],"A":[189],"TS-ANN":[190],"based":[191],"able":[195],"have":[200],"been":[201],"developed":[202],"tested":[204],"with":[205,222],"high":[206],"accuracy":[207,214],"results":[208],"(average":[209],"specificity":[210],"98.2%,":[212],"average":[213,218],"97.6%":[216],"sensitivity":[219],"80.19%":[221],"maximum":[224],"value":[225],"reaching":[226],"93%).":[227]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-03-12T08:34:05.389933","created_date":"2025-10-10T00:00:00"}
