{"id":"https://openalex.org/W4415974774","doi":"https://doi.org/10.1016/j.procs.2025.09.294","title":"TempAD-LesionNet: Adaptive Temporal Attention for Cranial Lesion Forecasting in Neurocritical Care via Seq2Seq Architectures","display_name":"TempAD-LesionNet: Adaptive Temporal Attention for Cranial Lesion Forecasting in Neurocritical Care via Seq2Seq Architectures","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415974774","doi":"https://doi.org/10.1016/j.procs.2025.09.294"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2025.09.294","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.294","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2025.09.294","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117555511","display_name":"Mariem Medini","orcid":null},"institutions":[{"id":"https://openalex.org/I83259278","display_name":"Manouba University","ror":"https://ror.org/0503ejf32","country_code":"TN","type":"education","lineage":["https://openalex.org/I83259278"]},{"id":"https://openalex.org/I108714496","display_name":"Tunis University","ror":"https://ror.org/02q1spa57","country_code":"TN","type":"education","lineage":["https://openalex.org/I108714496"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Mariem Medini","raw_affiliation_strings":["ENSI, RIADI LR99ES26, Campus Universitaire, Manouba, 2010, Tunisia","Higher Institute of Management of Tunis, University of Tunis, Tunisia"],"affiliations":[{"raw_affiliation_string":"ENSI, RIADI LR99ES26, Campus Universitaire, Manouba, 2010, Tunisia","institution_ids":["https://openalex.org/I83259278"]},{"raw_affiliation_string":"Higher Institute of Management of Tunis, University of Tunis, Tunisia","institution_ids":["https://openalex.org/I108714496"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014695996","display_name":"Riadh Bouslimi","orcid":"https://orcid.org/0000-0002-3944-0607"},"institutions":[{"id":"https://openalex.org/I108714496","display_name":"Tunis University","ror":"https://ror.org/02q1spa57","country_code":"TN","type":"education","lineage":["https://openalex.org/I108714496"]},{"id":"https://openalex.org/I83259278","display_name":"Manouba University","ror":"https://ror.org/0503ejf32","country_code":"TN","type":"education","lineage":["https://openalex.org/I83259278"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Riadh Bouslimi","raw_affiliation_strings":["Higher School of Digital Economics, University of Manouba, Tunisia","University of Tunis, ISG, BESTMOD-LR99ES04, Bardo 2000, Tunisia"],"affiliations":[{"raw_affiliation_string":"Higher School of Digital Economics, University of Manouba, Tunisia","institution_ids":["https://openalex.org/I83259278"]},{"raw_affiliation_string":"University of Tunis, ISG, BESTMOD-LR99ES04, Bardo 2000, Tunisia","institution_ids":["https://openalex.org/I108714496"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017566136","display_name":"Wahiba Ben Abdessalem Kar\u00e2a","orcid":"https://orcid.org/0000-0002-7444-5921"},"institutions":[{"id":"https://openalex.org/I83259278","display_name":"Manouba University","ror":"https://ror.org/0503ejf32","country_code":"TN","type":"education","lineage":["https://openalex.org/I83259278"]},{"id":"https://openalex.org/I108714496","display_name":"Tunis University","ror":"https://ror.org/02q1spa57","country_code":"TN","type":"education","lineage":["https://openalex.org/I108714496"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Wahiba Ben abdsalem Karaa","raw_affiliation_strings":["ENSI, RIADI LR99ES26, Campus Universitaire, Manouba, 2010, Tunisia","Higher Institute of Management of Tunis, University of Tunis, Tunisia"],"affiliations":[{"raw_affiliation_string":"ENSI, RIADI LR99ES26, Campus Universitaire, Manouba, 2010, Tunisia","institution_ids":["https://openalex.org/I83259278"]},{"raw_affiliation_string":"Higher Institute of Management of Tunis, University of Tunis, Tunisia","institution_ids":["https://openalex.org/I108714496"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5117555511"],"corresponding_institution_ids":["https://openalex.org/I108714496","https://openalex.org/I83259278"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18197894,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"270","issue":null,"first_page":"1737","last_page":"1747"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.7921000123023987,"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":0.7921000123023987,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.02590000070631504,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.02199999988079071,"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/neurointensive-care","display_name":"Neurointensive care","score":0.9175999760627747},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.8629000186920166},{"id":"https://openalex.org/keywords/dynamic-time-warping","display_name":"Dynamic time warping","score":0.5002999901771545},{"id":"https://openalex.org/keywords/concordance","display_name":"Concordance","score":0.3747999966144562},{"id":"https://openalex.org/keywords/mean-absolute-error","display_name":"Mean absolute error","score":0.35409998893737793},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.3248000144958496}],"concepts":[{"id":"https://openalex.org/C165455791","wikidata":"https://www.wikidata.org/wiki/Q7002299","display_name":"Neurointensive care","level":2,"score":0.9175999760627747},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8629000186920166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.775600016117096},{"id":"https://openalex.org/C88516994","wikidata":"https://www.wikidata.org/wiki/Q1268863","display_name":"Dynamic time warping","level":2,"score":0.5002999901771545},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4368000030517578},{"id":"https://openalex.org/C160798450","wikidata":"https://www.wikidata.org/wiki/Q4230870","display_name":"Concordance","level":2,"score":0.3747999966144562},{"id":"https://openalex.org/C188154048","wikidata":"https://www.wikidata.org/wiki/Q6803609","display_name":"Mean absolute error","level":3,"score":0.35409998893737793},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3151000142097473},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.2976999878883362},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29269999265670776},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.28110000491142273}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2025.09.294","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.294","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2025.09.294","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.294","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2767813783","https://openalex.org/W2903325146","https://openalex.org/W2972934197","https://openalex.org/W2988622501","https://openalex.org/W3134761328","https://openalex.org/W3177318507","https://openalex.org/W3199096506","https://openalex.org/W4200042385","https://openalex.org/W4311970912","https://openalex.org/W4316499895","https://openalex.org/W4385201870","https://openalex.org/W4387312204","https://openalex.org/W4387973068","https://openalex.org/W4396889324","https://openalex.org/W4400494469","https://openalex.org/W4400664439","https://openalex.org/W4402438128","https://openalex.org/W4403434952","https://openalex.org/W4403443421","https://openalex.org/W4408064215"],"related_works":[],"abstract_inverted_index":{"Cranial":[0],"lesion":[1,71],"progression":[2],"presents":[3],"significant":[4],"clinical":[5,137],"risks":[6],"in":[7,150],"neurocritical":[8,151],"care.":[9],"However,":[10],"early":[11],"prediction":[12],"remains":[13],"challenging":[14],"due":[15],"to":[16],"the":[17,57,78,124,127],"irregularity":[18],"and":[19,41,52,74,86,103,118],"heterogeneity":[20],"of":[21,95,101,110,126],"ICU":[22],"data.":[23],"In":[24],"this":[25],"paper,":[26],"we":[27],"propose":[28],"TempAD-LesionNet,":[29],"a":[30,37,64,90,97,104],"novel":[31],"sequence-to-sequence":[32],"(Seq2Seq)":[33],"model":[34,79],"that":[35,68,143],"incorporates":[36],"temporal":[38],"attention":[39,121],"mechanism":[40],"an":[42],"adaptive":[43],"hybrid":[44],"decoder.":[45],"The":[46],"decoder":[47],"dynamically":[48],"selects":[49],"between":[50],"LSTM":[51],"Transformer":[53],"layers":[54],"based":[55],"on":[56,80],"input":[58],"variance.":[59],"TempAD-LesionNet":[60,144],"is":[61,145],"trained":[62],"using":[63],"multi-objective":[65],"loss":[66],"function":[67],"jointly":[69],"optimizes":[70],"volume,":[72],"shape,":[73],"intensity.":[75],"We":[76],"evaluate":[77],"three":[81],"real-world":[82],"datasets":[83],"(MIMIC-IV,":[84],"eICU,":[85],"ICP-ICU).":[87],"It":[88],"achieves":[89],"Mean":[91],"Absolute":[92],"Error":[93],"(MAE)":[94],"0.095,":[96],"Concordance":[98],"Index":[99],"(C-Index)":[100],"0.82,":[102],"Dynamic":[105],"Time":[106],"Warping":[107],"(DTW)":[108],"score":[109],"1.94\u2014outperforming":[111],"baseline":[112],"models":[113],"such":[114],"as":[115],"RNN,":[116],"Informer,":[117],"TimesNet.":[119],"Temporal":[120],"maps":[122],"confirm":[123],"interpretability":[125],"model\u2019s":[128],"focus,":[129],"while":[130],"survival":[131],"analysis":[132],"demonstrates":[133],"its":[134],"utility":[135],"for":[136,147],"risk":[138],"stratification.":[139],"These":[140],"results":[141],"suggest":[142],"well-suited":[146],"real-time":[148],"application":[149],"care":[152],"environments.":[153]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-11-06T00:00:00"}