{"id":"https://openalex.org/W7125897804","doi":"https://doi.org/10.1007/978-3-032-13022-8_23","title":"A Machine Learning Pipeline for\u00a0Biofeedback-Driven, Self-guided Virtual Reality Therapy Using Speech-Based Arousal Detection","display_name":"A Machine Learning Pipeline for\u00a0Biofeedback-Driven, Self-guided Virtual Reality Therapy Using Speech-Based Arousal Detection","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7125897804","doi":"https://doi.org/10.1007/978-3-032-13022-8_23"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-13022-8_23","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-13022-8_23","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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":null,"display_name":"Ruth Amey","orcid":"https://orcid.org/0009-0007-5166-8464"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ruth Amey","raw_affiliation_strings":["Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK"],"raw_orcid":"https://orcid.org/0009-0007-5166-8464","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076670747","display_name":"Muhammad Arifur Rahman","orcid":"https://orcid.org/0000-0002-6774-0041"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Muhammad Arifur Rahman","raw_affiliation_strings":["Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK"],"raw_orcid":"https://orcid.org/0000-0002-6774-0041","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022308505","display_name":"David J. Brown","orcid":"https://orcid.org/0000-0002-1677-7485"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David J. Brown","raw_affiliation_strings":["Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK"],"raw_orcid":"https://orcid.org/0000-0002-1677-7485","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049788857","display_name":"Matthew C. Harris","orcid":"https://orcid.org/0000-0003-4559-815X"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matthew C. Harris","raw_affiliation_strings":["Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK"],"raw_orcid":"https://orcid.org/0000-0003-4559-815X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007723055","display_name":"Nicholas Shopland","orcid":"https://orcid.org/0000-0003-2082-9070"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicholas Shopland","raw_affiliation_strings":["Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK"],"raw_orcid":"https://orcid.org/0000-0003-2082-9070","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nottingham Trent University, Nottingham, NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124114493","display_name":"Mufti Mahmud","orcid":null},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mufti Mahmud","raw_affiliation_strings":["King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-2037-8348","affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124137832","display_name":"Samantha Hilton","orcid":null},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Samantha Hilton","raw_affiliation_strings":["School of Social Sciences, Nottingham Trent University, Nottingham, NG1 4FQ, UK"],"raw_orcid":"https://orcid.org/0009-0002-6631-008X","affiliations":[{"raw_affiliation_string":"School of Social Sciences, Nottingham Trent University, Nottingham, NG1 4FQ, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124075016","display_name":"Nadja Heym","orcid":null},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nadja Heym","raw_affiliation_strings":["School of Social Sciences, Nottingham Trent University, Nottingham, NG1 4FQ, UK"],"raw_orcid":"https://orcid.org/0000-0003-2414-8854","affiliations":[{"raw_affiliation_string":"School of Social Sciences, Nottingham Trent University, Nottingham, NG1 4FQ, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124104999","display_name":"Alexander Sumich","orcid":null},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexander Sumich","raw_affiliation_strings":["School of Social Sciences, Nottingham Trent University, Nottingham, NG1 4FQ, UK"],"raw_orcid":"https://orcid.org/0000-0003-4333-8442","affiliations":[{"raw_affiliation_string":"School of Social Sciences, Nottingham Trent University, Nottingham, NG1 4FQ, UK","institution_ids":["https://openalex.org/I52590639"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5076670747"],"corresponding_institution_ids":["https://openalex.org/I52590639"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29442231,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"331","last_page":"346"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8309999704360962,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.8309999704360962,"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"}},{"id":"https://openalex.org/T11768","display_name":"Music Therapy and Health","score":0.04809999838471413,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.035599999129772186,"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/biofeedback","display_name":"Biofeedback","score":0.692799985408783},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6050999760627747},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5443999767303467},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.5127000212669373},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5120999813079834},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.451200008392334},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.44929999113082886},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.44440001249313354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.822700023651123},{"id":"https://openalex.org/C2776377089","wikidata":"https://www.wikidata.org/wiki/Q864329","display_name":"Biofeedback","level":2,"score":0.692799985408783},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6050999760627747},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5835999846458435},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5443999767303467},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.542900025844574},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.5127000212669373},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5120999813079834},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4772000014781952},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.451200008392334},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.44929999113082886},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.44440001249313354},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.4327999949455261},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.32280001044273376},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.32030001282691956},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.2957000136375427},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.2696000039577484},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.26649999618530273},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.2515999972820282}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-13022-8_23","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-13022-8_23","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2030931454","https://openalex.org/W2803193013","https://openalex.org/W2888650348","https://openalex.org/W3111073590","https://openalex.org/W3199364093","https://openalex.org/W3201367047","https://openalex.org/W4206356196","https://openalex.org/W4285282440","https://openalex.org/W4285301343","https://openalex.org/W4289516314","https://openalex.org/W4298290413","https://openalex.org/W4306194366","https://openalex.org/W4318813075","https://openalex.org/W4381469969","https://openalex.org/W4382279914","https://openalex.org/W4391767154","https://openalex.org/W4401708908","https://openalex.org/W4404284752"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2026-01-29T00:00:00"}
