{"id":"https://openalex.org/W7203786922","doi":"https://doi.org/10.3390/computers15080539","title":"From Manipulation to Antidote: Mapping the Computational Capabilities of AI-Generated Synthetic Media to Health-Related Applications and Downstream Benefits","display_name":"From Manipulation to Antidote: Mapping the Computational Capabilities of AI-Generated Synthetic Media to Health-Related Applications and Downstream Benefits","publication_year":2026,"publication_date":"2026-08-19","ids":{"openalex":"https://openalex.org/W7203786922","doi":"https://doi.org/10.3390/computers15080539"},"language":"en","primary_location":{"id":"doi:10.3390/computers15080539","doi":"https://doi.org/10.3390/computers15080539","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers15080539","pdf_url":null,"source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/computers15080539","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5147204894","display_name":"Wellington Kanyongo","orcid":"https://orcid.org/0000-0002-0112-2881","observed_orcids":["https://orcid.org/0000-0002-0112-2881"]},"institutions":[{"id":"https://openalex.org/I165390105","display_name":"University of South Africa","ror":"https://ror.org/048cwvf49","country_code":"ZA","type":"education","lineage":["https://openalex.org/I165390105"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Wellington Kanyongo","raw_affiliation_strings":["Department of Computer Science, School of Computing, College of Science, Engineering & Technology, University of South Africa (UNISA), 28 Pioneer Avenue, Florida Park, Roodepoort 1709, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, School of Computing, College of Science, Engineering & Technology, University of South Africa (UNISA), 28 Pioneer Avenue, Florida Park, Roodepoort 1709, South Africa","institution_ids":["https://openalex.org/I165390105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050007786","display_name":"Mampilo M. Phahlane","orcid":"https://orcid.org/0000-0002-0313-8094","observed_orcids":["https://orcid.org/0000-0002-0313-8094"]},"institutions":[{"id":"https://openalex.org/I165390105","display_name":"University of South Africa","ror":"https://ror.org/048cwvf49","country_code":"ZA","type":"education","lineage":["https://openalex.org/I165390105"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Mampilo Phahlane","raw_affiliation_strings":["School of Computing, College of Science, Engineering & Technology, University of South Africa (UNISA), 28 Pioneer Avenue, Florida Park, Roodepoort 1709, South Africa"],"raw_orcid":"https://orcid.org/0000-0002-0313-8094","affiliations":[{"raw_affiliation_string":"School of Computing, College of Science, Engineering & Technology, University of South Africa (UNISA), 28 Pioneer Avenue, Florida Park, Roodepoort 1709, South Africa","institution_ids":["https://openalex.org/I165390105"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5147204894"],"corresponding_institution_ids":["https://openalex.org/I165390105"],"apc_list":{"value":1800,"currency":"CHF","value_usd":2172},"apc_paid":{"value":1800,"currency":"CHF","value_usd":2172},"fwci":1.9466,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89811051,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":"15","issue":"8","first_page":"539","last_page":"539"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12357","display_name":"Digital Media Forensic Detection","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/synthetic-data","display_name":"synthetic data","score":0.48100000619888306},{"id":"https://openalex.org/keywords/computing-power","display_name":"computational power","score":0.734000027179718},{"id":"https://openalex.org/keywords/medical-image-synthesis","display_name":"medical image synthesis","score":0.7429999709129333},{"id":"https://openalex.org/keywords/deepfake-detection","display_name":"deepfake detection","score":0.8489999771118164},{"id":"https://openalex.org/keywords/privacy-preserving-data-sharing","display_name":"privacy-preserving data sharing","score":0.7960000038146973},{"id":"https://openalex.org/keywords/clinical-safety","display_name":"clinical safety","score":0.4429999887943268},{"id":"https://openalex.org/keywords/medical-education","display_name":"medical education","score":0.7559999823570251}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7020000219345093},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.6636000275611877},{"id":"https://openalex.org/C2776207758","wikidata":"https://www.wikidata.org/wiki/Q5303302","display_name":"Downstream (manufacturing)","level":2,"score":0.5777999758720398},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5094000101089478},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5045999884605408},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4262999892234802},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.41370001435279846},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.36340001225471497},{"id":"https://openalex.org/C191908910","wikidata":"https://www.wikidata.org/wiki/Q862838","display_name":"Synthetic biology","level":2,"score":0.34529998898506165},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32249999046325684},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.31869998574256897},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.3125},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.29679998755455017},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2865000069141388},{"id":"https://openalex.org/C13926793","wikidata":"https://www.wikidata.org/wiki/Q3507155","display_name":"Group method of data handling","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C56288433","wikidata":"https://www.wikidata.org/wiki/Q58673","display_name":"Data manipulation language","level":2,"score":0.27720001339912415},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2768999934196472},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.2766000032424927},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C3019813237","wikidata":"https://www.wikidata.org/wiki/Q65089264","display_name":"Model validation","level":2,"score":0.26570001244544983},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.26170000433921814},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2615000009536743},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2605000138282776},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2547000050544739},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers15080539","doi":"https://doi.org/10.3390/computers15080539","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers15080539","pdf_url":null,"source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8df509c210814509862aa4fdf852b205","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/8df509c210814509862aa4fdf852b205","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,"listed_in":[],"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":"Computers, Vol 15, Iss 8, p 539 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers15080539","doi":"https://doi.org/10.3390/computers15080539","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers15080539","pdf_url":null,"source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9537000060081482}],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1979290264","https://openalex.org/W2919115771","https://openalex.org/W2950504429","https://openalex.org/W3022574011","https://openalex.org/W3158757821","https://openalex.org/W3161307971","https://openalex.org/W3212597048","https://openalex.org/W3213056609","https://openalex.org/W4205164650","https://openalex.org/W4224022798","https://openalex.org/W4304688570","https://openalex.org/W4308486497","https://openalex.org/W4313644512","https://openalex.org/W4322102006","https://openalex.org/W4378576258","https://openalex.org/W4378907353","https://openalex.org/W4383346782","https://openalex.org/W4386025872","https://openalex.org/W4386141641","https://openalex.org/W4387457231","https://openalex.org/W4387950352","https://openalex.org/W4391367909","https://openalex.org/W4391974599","https://openalex.org/W4392599656","https://openalex.org/W4392851477","https://openalex.org/W4393333906","https://openalex.org/W4394627369","https://openalex.org/W4396742745","https://openalex.org/W4398245384","https://openalex.org/W4399174654","https://openalex.org/W4399367289","https://openalex.org/W4400438459","https://openalex.org/W4400514097","https://openalex.org/W4401992124","https://openalex.org/W4402392401","https://openalex.org/W4403083909","https://openalex.org/W4403204293","https://openalex.org/W4403789625","https://openalex.org/W4405492391","https://openalex.org/W4405865167","https://openalex.org/W4406039669","https://openalex.org/W4406479451","https://openalex.org/W4408031728","https://openalex.org/W4408815167","https://openalex.org/W4409972358","https://openalex.org/W4411556760","https://openalex.org/W4412507400","https://openalex.org/W4413887999","https://openalex.org/W4414849058","https://openalex.org/W4414881106","https://openalex.org/W4414882215","https://openalex.org/W4417189962","https://openalex.org/W7117150036","https://openalex.org/W7125917701","https://openalex.org/W7127378778"],"related_works":["https://openalex.org/W7117478006","https://openalex.org/W4322102006","https://openalex.org/W4410415527","https://openalex.org/W7119763954","https://openalex.org/W4400438459","https://openalex.org/W7202084902","https://openalex.org/W7114792927","https://openalex.org/W7220463316","https://openalex.org/W7212159738","https://openalex.org/W7160546426"],"abstract_inverted_index":{"AI-generated":[0,49,227],"synthetic":[1,50,116,204,228],"media":[2,51,205],"are":[3],"evolving":[4],"from":[5],"tools":[6],"of":[7,102,110,121,130,139],"digital":[8,18],"manipulation":[9],"into":[10],"a":[11],"practical":[12],"antidote":[13],"for":[14],"persistent":[15],"challenges":[16],"in":[17,52],"health":[19],"implementation.":[20],"However,":[21],"the":[22,44,83],"computational":[23,45,212,234],"capabilities":[24,46,103,164],"that":[25,47],"characterise":[26,48],"these":[27,65],"technologies,":[28],"their":[29,55],"applications":[30,56,216],"and":[31,37,57,59,72,89,113,126,133,136,141,146,159,170,195,217,243],"downstream":[32,222],"health-related":[33,215],"benefits":[34,223],"remain":[35],"fragmented":[36],"insufficiently":[38],"synthesised.":[39],"This":[40],"systematic":[41],"review":[42],"identified":[43],"health,":[53],"examined":[54],"benefits,":[58],"developed":[60],"an":[61,99,207,232],"integrative":[62],"framework":[63],"linking":[64],"domains.":[66],"Twenty-four":[67],"studies":[68],"published":[69],"between":[70],"2021":[71],"31":[73],"May":[74],"2026":[75],"were":[76,91,165],"included.":[77],"Methodological":[78],"quality":[79],"was":[80],"assessed":[81],"using":[82],"Mixed":[84],"Methods":[85],"Appraisal":[86],"Tool":[87],"(MMAT)":[88],"findings":[90],"synthesised":[92],"through":[93],"thematic":[94],"analysis.":[95],"The":[96,197],"synthesis":[97,109,145],"revealed":[98],"integrated":[100],"set":[101],"spanning":[104],"photorealistic":[105],"medical-image":[106],"generation,":[107],"modality-specific":[108],"clinical":[111,127,157,191],"images":[112],"physiological":[114],"signals,":[115],"non-image":[117],"health-data":[118,183],"creation,":[119],"preservation":[120],"statistical":[122],"distributions,":[123],"temporal":[124],"patterns":[125],"relationships,":[128],"generation":[129],"diverse,":[131],"novel":[132],"non-memorised":[134],"samples":[135],"controlled":[137],"transformation":[138],"medical":[140,185],"audiovisual":[142],"content.":[143],"Privacy-oriented":[144],"deepfake":[147],"detection":[148],"emerged":[149],"as":[150,206],"distinct":[151],"components":[152],"supporting":[153],"privacy-conscious":[154],"data":[155,174],"use,":[156],"verification":[158],"healthcare":[160],"safety.":[161],"These":[162],"demonstrated":[163,211],"linked":[166],"to":[167,238],"empirically":[168],"evaluated":[169,214],"indicated":[171,219],"applications,":[172],"including":[173],"augmentation,":[175],"AI":[176],"model":[177,180],"training,":[178],"diagnostic":[179],"development,":[181],"privacy-oriented":[182],"sharing,":[184],"education,":[186],"patient-facing":[187],"communication,":[188],"therapeutic":[189],"support,":[190],"safety,":[192],"health-system":[193],"analytics":[194],"planning.":[196],"resulting":[198],"Computational":[199],"Capability\u2013Application\u2013Benefit":[200],"(CAB)":[201],"Framework":[202],"conceptualises":[203],"evidence-graded":[208],"pathway":[209],"distinguishing":[210],"capabilities,":[213],"reported,":[218],"or":[220],"potential":[221,237],"requiring":[224],"further":[225],"validation.":[226],"media,":[229],"therefore,":[230],"represent":[231],"emerging":[233],"infrastructure":[235],"with":[236],"support":[239],"safer,":[240],"privacy-conscious,":[241],"adaptive":[242],"data-intensive":[244],"healthcare.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2026-08-20T00:00:00"}
