{"id":"https://openalex.org/W7223661596","doi":"https://doi.org/10.2196/preprints.115367","title":"A Web-Based Intelligent Framework for Continuous Oncology Patient Monitoring and Personalized Cancer Care (Preprint)","display_name":"A Web-Based Intelligent Framework for Continuous Oncology Patient Monitoring and Personalized Cancer Care (Preprint)","publication_year":2026,"publication_date":"2026-10-26","ids":{"openalex":"https://openalex.org/W7223661596","doi":"https://doi.org/10.2196/preprints.115367"},"language":"en","primary_location":{"id":"doi:10.2196/preprints.115367","doi":"https://doi.org/10.2196/preprints.115367","is_oa":false,"landing_page_url":"https://doi.org/10.2196/preprints.115367","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","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/A5159656592","display_name":"Monikka Sri","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Monikka Sri","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5159656592"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13243","display_name":"Innovation in Digital Healthcare Systems","score":0.46950000524520874,"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"}},"topics":[{"id":"https://openalex.org/T13243","display_name":"Innovation in Digital Healthcare Systems","score":0.46950000524520874,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.22550000250339508,"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"}},{"id":"https://openalex.org/T13038","display_name":"Internet of Things and AI","score":0.11789999902248383,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cancer-care","display_name":"cancer care","score":0.7450000047683716},{"id":"https://openalex.org/keywords/personalized-medicine","display_name":"personalized medicine","score":0.7110000252723694},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.7829999923706055},{"id":"https://openalex.org/keywords/symptom-monitoring","display_name":"symptom monitoring","score":0.5410000085830688},{"id":"https://openalex.org/keywords/treatment-adherence","display_name":"medication adherence","score":0.9769999980926514},{"id":"https://openalex.org/keywords/medical-records-management","display_name":"medical records management","score":0.6759999990463257},{"id":"https://openalex.org/keywords/risk-prediction","display_name":"risk prediction","score":0.6399999856948853},{"id":"https://openalex.org/keywords/data-security","display_name":"data security","score":0.43799999356269836},{"id":"https://openalex.org/keywords/patient-confidentiality","display_name":"patient confidentiality","score":0.6399999856948853},{"id":"https://openalex.org/keywords/authentication-and-authorization","display_name":"authentication and authorization","score":0.7580000162124634},{"id":"https://openalex.org/keywords/telemedicine","display_name":"telemedicine","score":0.5120000243186951},{"id":"https://openalex.org/keywords/continuity-of-care","display_name":"continuity of care","score":0.6050000190734863},{"id":"https://openalex.org/keywords/patient-provider-communication","display_name":"patient-provider communication","score":0.44999998807907104},{"id":"https://openalex.org/keywords/artificial-intelligence-in-healthcare","display_name":"artificial intelligence in healthcare","score":0.921999990940094}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6435999870300293},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.633899986743927},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.6068000197410583},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.5396999716758728},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.5024999976158142},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.4934999942779541},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4894999861717224},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.453900009393692},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.4350999891757965},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.38510000705718994},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.37720000743865967},{"id":"https://openalex.org/C2776902269","wikidata":"https://www.wikidata.org/wiki/Q5165493","display_name":"Continuous monitoring","level":2,"score":0.3747999966144562},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.36230000853538513},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.36079999804496765},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.35190001130104065},{"id":"https://openalex.org/C3019816032","wikidata":"https://www.wikidata.org/wiki/Q2575340","display_name":"Cancer treatment","level":3,"score":0.3359000086784363},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.321399986743927},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.30799999833106995},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.30720001459121704},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.3025999963283539},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C19527686","wikidata":"https://www.wikidata.org/wiki/Q1665453","display_name":"System integration","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C2777896191","wikidata":"https://www.wikidata.org/wiki/Q22907655","display_name":"Patient experience","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C2776890885","wikidata":"https://www.wikidata.org/wiki/Q1067560","display_name":"Vital signs","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.25920000672340393},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.2565999925136566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2196/preprints.115367","doi":"https://doi.org/10.2196/preprints.115367","is_oa":false,"landing_page_url":"https://doi.org/10.2196/preprints.115367","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9940000176429749}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W4401799047"],"related_works":["https://openalex.org/W7133363383","https://openalex.org/W7155842765","https://openalex.org/W7160918194","https://openalex.org/W7196958967","https://openalex.org/W4413911463","https://openalex.org/W7220900508","https://openalex.org/W7171964303","https://openalex.org/W4229365225","https://openalex.org/W3213248632","https://openalex.org/W7138835836"],"abstract_inverted_index":{"BACKGROUND":[0],"Cancer":[1,21,619],"is":[2,174,309,364],"one":[3],"of":[4,73,79,169,190,280,306,314,348,404,414,457,465,474,582,665,701,721],"the":[5,70,187,194,197,213,220,277,312,340,346,399,412,425,492,562,580,660,699,722],"major":[6],"health":[7,51,74,143,183],"challenges":[8],"worldwide,":[9],"requiring":[10],"continuous":[11,77],"patient":[12,109,123,158,179,230,267,291,316,396,439,477,585,638,718],"monitoring,":[13,317,397],"timely":[14,71,319],"medical":[15,232,273,380,485],"intervention,":[16],"and":[17,34,47,76,101,111,133,145,160,171,185,236,257,269,300,323,326,352,358,391,410,437,444,484,617,631,640,647,663,688,708],"personalized":[18,225,359],"treatment":[19,26,80,128,255],"strategies.":[20],"patients":[22,40,139,322,483],"often":[23],"undergo":[24],"complex":[25],"procedures,":[27],"including":[28],"chemotherapy,":[29],"radiation":[30],"therapy,":[31],"surgery,":[32],"immunotherapy,":[33],"targeted":[35],"therapy.":[36],"During":[37],"these":[38,84],"treatments,":[39],"may":[41,68,423,557],"experience":[42],"various":[43],"symptoms,":[44,126,235],"side":[45],"effects,":[46],"changes":[48,162],"in":[49,163,244,253,471],"their":[50,142,164],"conditions":[52],"that":[53,96,621],"require":[54],"regular":[55],"assessment.":[56,218],"However,":[57,669],"conventional":[58,349],"healthcare":[59,154,203,226,251,282,324,334,373,626],"monitoring":[60,125,350,590,641,719],"primarily":[61],"depends":[62],"on":[63,193],"periodic":[64],"hospital":[65],"visits,":[66],"which":[67],"limit":[69],"identification":[72],"complications":[75],"assessment":[78,571],"progress.":[81],"To":[82],"address":[83],"challenges,":[85],"this":[86,307,386,528,695],"project":[87,308,387],"proposes":[88],"a":[89,117,245,369,377,524,609,712],"Web-Based":[90,610],"Intelligent":[91,611],"Oncology":[92,550,614],"Patient":[93,615],"Monitoring":[94,514,616],"System":[95,612],"integrates":[97],"Artificial":[98,704],"Intelligence":[99],"(AI)":[100],"Machine":[102,706],"Learning":[103],"(ML)":[104],"technologies":[105],"to":[106,140,176,223,272,275,290,297,310,344,354,366,394,401,588,643,658],"improve":[107,402],"cancer":[108,360,416],"care":[110,667],"monitoring.":[112],"The":[113,167,261,284,303,362,488,554,569,652],"proposed":[114,341,489,653],"system":[115,198,221,262,342,570,654,684],"provides":[116],"centralized":[118],"web-based":[119,285,563],"platform":[120,363],"for":[121,202,215,372,379,450,613,715],"managing":[122],"information,":[124],"tracking":[127],"progress,":[129],"recording":[130],"medication":[131],"adherence,":[132],"maintaining":[134],"clinical":[135,165,217,242,329,383,432,459,467,595,649,671,691],"records.":[136,283],"It":[137],"enables":[138,287],"update":[141],"status":[144],"report":[146],"symptoms":[147,207],"through":[148,676],"an":[149,389],"accessible":[150],"interface,":[151],"while":[152],"authorized":[153],"professionals":[155,204,252,374],"can":[156,199,249,543,578,635],"review":[157],"information":[159,195,274,292,642],"monitor":[161],"condition.":[166],"integration":[168,700],"AI":[170],"ML":[172],"techniques":[173],"intended":[175,365],"analyze":[177],"available":[178],"data,":[180],"identify":[181],"potential":[182,400,657],"risks,":[184],"support":[186,224,327,411],"early":[188,407],"detection":[189,581],"complications.":[191],"Based":[192],"provided,":[196],"generate":[200],"alerts":[201],"when":[205],"reported":[206,234],"or":[208,382],"predicted":[209],"risk":[210,408,460,645],"levels":[211],"indicate":[212],"need":[214],"further":[216],"Furthermore,":[219],"aims":[222],"by":[227],"considering":[228],"individual":[229],"characteristics,":[231],"history,":[233],"treatment-related":[237],"information.":[238],"By":[239,331],"organizing":[240],"relevant":[241],"data":[243,265,627,681],"unified":[246],"platform,":[247],"it":[248],"assist":[250],"evaluating":[254],"progress":[256],"making":[258],"informed":[259],"decisions.":[260],"also":[263],"emphasizes":[264],"security,":[266],"confidentiality,":[268],"controlled":[270],"access":[271,289],"ensure":[276],"responsible":[278],"management":[279,335],"sensitive":[281],"architecture":[286],"convenient":[288],"from":[293],"different":[294],"locations,":[295],"subject":[296],"appropriate":[298],"authentication":[299],"authorization":[301],"mechanisms.":[302],"primary":[304],"objective":[305],"enhance":[311,579,659],"efficiency":[313],"oncology":[315,395,666,717],"encourage":[318],"communication":[320],"between":[321,482],"professionals,":[325],"data-driven":[328],"decision-making.":[330],"combining":[332],"digital":[333],"with":[336,398],"intelligent":[337,390,575],"analytical":[338],"techniques,":[339],"seeks":[343],"reduce":[345],"limitations":[347],"approaches":[351],"contribute":[353],"more":[355],"responsive,":[356],"accessible,":[357],"care.":[361],"function":[367],"as":[368,546],"decision-support":[370],"tool":[371],"rather":[375,535],"than":[376,536],"replacement":[378],"diagnosis":[381],"judgment.":[384],"Overall,":[385],"presents":[388,608],"integrated":[392],"approach":[393],"continuity":[403],"care,":[405],"facilitate":[406,644],"identification,":[409],"delivery":[413],"patient-centered":[415],"treatment.":[417],"OBJECTIVE":[418],"Contemporary":[419],"oncological":[420],"surveillance":[421,576],"methodologies":[422],"demonstrate":[424],"subsequent":[426],"deficiencies:":[427],"1.":[428],"Reliance":[429],"upon":[430],"scheduled":[431],"facility":[433],"appointments.":[434],"2.":[435],"Dispersed":[436],"fragmented":[438],"documentation.":[440,453],"3.":[441],"Labour-intensive":[442],"observations":[443],"record-keeping":[445],"procedures.":[446,568],"4.":[447],"Insufficient":[448],"capacity":[449],"instantaneous":[451],"symptomatology":[452],"5.":[454],"Postponed":[455],"recognition":[456],"emerging":[458],"factors.":[461],"6.":[462],"Inadequate":[463],"provision":[464],"customized":[466],"recommendations.":[468],"7.":[469],"Constraints":[470],"systematic":[472],"examination":[473],"extended":[475],"temporal":[476],"datasets.":[478],"8.":[479],"Suboptimal":[480],"coordination":[481],"practitioners.":[486],"METHODS":[487],"methodology":[490],"encompasses":[491],"following":[493,565],"sequential":[494],"phases:":[495],"Data":[496,499],"Collection":[497],"\u2192":[498,501,504,507,510,513,515,518],"Preprocessing":[500],"Feature":[502],"Engineering":[503],"Model":[505,508],"Development":[506],"Evaluation":[509],"Web":[511,702],"Integration":[512],"Alert":[516],"Generation":[517],"Personalized":[519,618],"Care":[520,620],"Support":[521],"RESULTS":[522],"For":[523],"publishable":[525],"research":[526,696],"paper,":[527],"section":[529],"should":[530,572,597],"contain":[531],"actual":[532],"experimental":[533],"results":[534,541],"fabricated":[537],"values.":[538],"A":[539],"suitable":[540],"table":[542],"be":[544,559,599],"structured":[545],"follows:":[547],"Fig":[548],"2;":[549],"Workforce":[551],"Productivity":[552],"Dashboard":[553],"optimal-performing":[555],"model":[556,677],"subsequently":[558],"deployed":[560],"within":[561],"application":[564,624],"comprehensive":[566,674],"validation":[567,604],"evaluate":[573,636],"whether":[574],"mechanisms":[577],"potentially":[583],"problematic":[584],"presentations":[586],"relative":[587],"traditional":[589],"methodologies.":[591],"Nevertheless,":[592],"assertions":[593],"regarding":[594],"efficacy":[596],"not":[598],"advanced":[600,716],"without":[601],"prospective":[602,689],"empirical":[603],"CONCLUSIONS":[605],"This":[606],"investigation":[607],"synthesizes":[622],"web":[623],"development,":[625],"management,":[628],"artificial":[629],"intelligence":[630],"machine":[632],"learning":[633,707],"component":[634],"selected":[637],"characteristics":[639],"categorization":[646],"evidence-based":[648],"decision":[650],"support.":[651],"demonstrates":[655],"considerable":[656],"continuity,":[661],"accessibility,":[662],"individualization":[664],"delivery.":[668],"effective":[670],"deployment":[672],"necessitates":[673],"datasets,":[675],"validation,":[678],"algorithmic":[679],"transparency,":[680],"privacy":[682],"safeguards,":[683],"interoperability,":[685],"usability":[686],"assessment,":[687],"randomized":[690],"investigations.":[692],"In":[693],"summary,":[694],"illustrates":[697],"how":[698],"Development,":[703],"Intelligence,":[705],"Healthcare":[709],"Analytics":[710],"establishes":[711],"robust":[713],"foundation":[714],"systems":[720],"future.":[723]},"counts_by_year":[],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2026-10-27T00:00:00"}
