{"id":"https://openalex.org/W4406264674","doi":"https://doi.org/10.1109/cce62852.2024.10771050","title":"Enhancing Anxiety Prediction: Leveraging Machine Learning with Functional Design Metrics","display_name":"Enhancing Anxiety Prediction: Leveraging Machine Learning with Functional Design Metrics","publication_year":2024,"publication_date":"2024-10-23","ids":{"openalex":"https://openalex.org/W4406264674","doi":"https://doi.org/10.1109/cce62852.2024.10771050"},"language":"en","primary_location":{"id":"doi:10.1109/cce62852.2024.10771050","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cce62852.2024.10771050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 21st International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","raw_type":"proceedings-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/A5028797680","display_name":"Abqa Javed","orcid":"https://orcid.org/0009-0006-3521-6188"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Abqa Javed","raw_affiliation_strings":["University of Engineering and Technology,Department of Computer Science,Lahore,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology,Department of Computer Science,Lahore,Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003349487","display_name":"Sahar Ajmal","orcid":"https://orcid.org/0000-0002-2096-2325"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sahar Ajmal","raw_affiliation_strings":["National University of Computer and Emerging Sciences,Department of Software Engineering,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Computer and Emerging Sciences,Department of Software Engineering,Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115841738","display_name":"Taliah Tajammal","orcid":null},"institutions":[{"id":"https://openalex.org/I79571142","display_name":"Virtual University of Pakistan","ror":"https://ror.org/00ya1zd25","country_code":"PK","type":"education","lineage":["https://openalex.org/I79571142"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Taliah Tajammal","raw_affiliation_strings":["Virtual University of Pakistan,Department of Computer Science and Information Technology,Lahore,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Virtual University of Pakistan,Department of Computer Science and Information Technology,Lahore,Pakistan","institution_ids":["https://openalex.org/I79571142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014422708","display_name":"Muhammad Aslam","orcid":"https://orcid.org/0000-0002-8977-9457"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Aslam","raw_affiliation_strings":["University of Engineering and Technology,Department of Computer Science,Lahore,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology,Department of Computer Science,Lahore,Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109174289","display_name":"A. M. Mart\u00ednez-Enr\u00edquez","orcid":null},"institutions":[{"id":"https://openalex.org/I68368234","display_name":"Centro de Investigaci\u00f3n y de Estudios Avanzados del Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/009eqmr18","country_code":"MX","type":"facility","lineage":["https://openalex.org/I59361560","https://openalex.org/I68368234"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Martinez-Enriquez A. M.","raw_affiliation_strings":["CINVESTAV-IPN, D.F.,Department of Computer Science,Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CINVESTAV-IPN, D.F.,Department of Computer Science,Mexico","institution_ids":["https://openalex.org/I68368234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065079063","display_name":"Usman Ayub Sheikh","orcid":"https://orcid.org/0000-0002-0259-4725"},"institutions":[{"id":"https://openalex.org/I2801225050","display_name":"Bronglais General Hospital","ror":"https://ror.org/05wf8v135","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2801225050","https://openalex.org/I4210100445","https://openalex.org/I4210144625"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Usman Sadiq Sheikh","raw_affiliation_strings":["Medicine Bronglais General Hospital,Clinical Fellow in Respiratory,UK,SY23 1ER"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medicine Bronglais General Hospital,Clinical Fellow in Respiratory,UK,SY23 1ER","institution_ids":["https://openalex.org/I2801225050"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4286,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.71244299,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.8307999968528748,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.8307999968528748,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7301917672157288},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6263766288757324},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5410479307174683},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.4915669858455658},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14699742197990417}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7301917672157288},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6263766288757324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5410479307174683},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.4915669858455658},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14699742197990417},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cce62852.2024.10771050","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cce62852.2024.10771050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 21st International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Fear,":[0],"nervousness,":[1],"and":[2,26,31,65,118],"social":[3],"phobia":[4],"all":[5],"contribute":[6],"to":[7,24,72,80,94,102,127],"anxiety":[8,28,100,137],"episodes":[9],"reaching":[10],"their":[11],"peak":[12],"in":[13,135],"seconds.":[14],"Using":[15],"data":[16,70],"collected":[17],"from":[18,62],"patient":[19],"questionnaires,":[20],"this":[21,104],"study":[22],"seeks":[23],"anticipate":[25],"diagnose":[27],"disorders":[29],"effectively":[30],"precisely":[32],"using":[33],"machine":[34,45,77,96,132],"learning":[35,46,78,97,133],"approaches.":[36],"However,":[37],"current":[38],"research":[39],"offers":[40],"standardized":[41],"metrics":[42],"for":[43,58,69,87,99],"assessing":[44],"approaches":[47,79,98,134],"throughout":[48],"the":[49,67,74,125,129],"design":[50],"process.":[51],"This":[52,106],"work":[53],"presents":[54],"a":[55],"systematic":[56],"method":[57],"efficiently":[59],"extracting":[60],"literature":[61],"digital":[63],"sources":[64],"emphasizes":[66],"need":[68],"engineers":[71],"evaluate":[73],"efficiency":[75],"of":[76,131],"assure":[81],"forecast":[82],"quality.":[83],"The":[84],"International":[85],"Organization":[86],"Standardization":[88],"(ISO)":[89],"9126":[90],"standard":[91],"is":[92],"used":[93],"assess":[95],"prediction":[101],"address":[103],"gap.":[105],"evaluation":[107],"considers":[108],"parameters":[109],"such":[110],"as":[111,124],"functionality,":[112],"accuracy,":[113],"resilience,":[114],"throughput,":[115],"explainability,":[116],"privacy,":[117],"correctness.":[119],"These":[120],"defined":[121],"characteristics":[122],"serve":[123],"benchmark":[126],"measure":[128],"efficacy":[130],"predicting":[136],"disorders.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}
