{"id":"https://openalex.org/W4410905551","doi":"https://doi.org/10.3389/fcomp.2025.1549335","title":"Ground truths: challenges and opportunities in developing an AI guitar assistant","display_name":"Ground truths: challenges and opportunities in developing an AI guitar assistant","publication_year":2025,"publication_date":"2025-05-30","ids":{"openalex":"https://openalex.org/W4410905551","doi":"https://doi.org/10.3389/fcomp.2025.1549335"},"language":"en","primary_location":{"id":"doi:10.3389/fcomp.2025.1549335","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1549335","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1549335/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1549335/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089998872","display_name":"Chris Rhodes","orcid":"https://orcid.org/0000-0002-1899-8222"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Chris Rhodes","raw_affiliation_strings":["Department of Computer Science, The University of Manchester, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Manchester, Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117778016","display_name":"Nico Garcia-Peguinho","orcid":null},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nico Garcia-Peguinho","raw_affiliation_strings":["Department of Computer Science, The University of Manchester, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Manchester, Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117778017","display_name":"Laura Beesley","orcid":null},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Laura Beesley","raw_affiliation_strings":["Department of Computer Science, The University of Manchester, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Manchester, Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117778018","display_name":"Hongshuo Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I185600836","display_name":"Royal Northern College of Music","ror":"https://ror.org/023372f11","country_code":"GB","type":"education","lineage":["https://openalex.org/I185600836"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hongshuo Fan","raw_affiliation_strings":["Centre for Practice and Research in Science and Music, Royal Northern College of Music, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Practice and Research in Science and Music, Royal Northern College of Music, Manchester, United Kingdom","institution_ids":["https://openalex.org/I185600836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073224837","display_name":"Caroline Jay","orcid":"https://orcid.org/0000-0002-6080-1382"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Caroline Jay","raw_affiliation_strings":["Department of Computer Science, The University of Manchester, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Manchester, Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053181919","display_name":"Richard Allmendinger","orcid":"https://orcid.org/0000-0003-1236-3143"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Richard Allmendinger","raw_affiliation_strings":["Alliance Manchester Business School, The University of Manchester, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alliance Manchester Business School, The University of Manchester, Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076695980","display_name":"Ricardo Climent","orcid":"https://orcid.org/0000-0002-0484-8055"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ricardo Climent","raw_affiliation_strings":["NOVARS Research Centre, The University of Manchester, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NOVARS Research Centre, The University of Manchester, Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089998872"],"corresponding_institution_ids":["https://openalex.org/I28407311"],"apc_list":{"value":1285,"currency":"USD","value_usd":1285},"apc_paid":{"value":1285,"currency":"USD","value_usd":1285},"fwci":1.8171,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.83776461,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"7","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10789","display_name":"Interactive and Immersive Displays","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10789","display_name":"Interactive and Immersive Displays","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10914","display_name":"Tactile and Sensory Interactions","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11349","display_name":"Music Technology and Sound Studies","score":0.9789000153541565,"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/guitar","display_name":"Guitar","score":0.9496133923530579},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3710238039493561},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.3511567711830139},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.1696060597896576},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11781606078147888}],"concepts":[{"id":"https://openalex.org/C95543465","wikidata":"https://www.wikidata.org/wiki/Q6607","display_name":"Guitar","level":2,"score":0.9496133923530579},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3710238039493561},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.3511567711830139},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.1696060597896576},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11781606078147888}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fcomp.2025.1549335","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1549335","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1549335/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/efdbd84e-275c-40ba-91c8-9188501ce0c3","is_oa":false,"landing_page_url":"https://research.manchester.ac.uk/en/publications/efdbd84e-275c-40ba-91c8-9188501ce0c3","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Rhodes, C, Garcia-Peguinho, N, Beesley, L, Fan, H, Jay, C, Allmendinger, R & Climent, R 2025, 'Ground truths : challenges and opportunities in developing an AI guitar assistant', Frontiers in Computer Science, vol. 7, 1549335. https://doi.org/10.3389/fcomp.2025.1549335","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:103caba7721144cea6cabde749a0fc57","is_oa":true,"landing_page_url":"https://doaj.org/article/103caba7721144cea6cabde749a0fc57","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,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computer Science, Vol 7 (2025)","raw_type":"article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10209747","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10209747/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computer Science , 7 , Article 1549335. (2025)","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.3389/fcomp.2025.1549335","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1549335","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1549335/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410905551.pdf","grobid_xml":"https://content.openalex.org/works/W4410905551.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1979290264","https://openalex.org/W2109372578","https://openalex.org/W2136397316","https://openalex.org/W2221465426","https://openalex.org/W2240363574","https://openalex.org/W2341015500","https://openalex.org/W2418428641","https://openalex.org/W2557231468","https://openalex.org/W2796180820","https://openalex.org/W2885357491","https://openalex.org/W2941215319","https://openalex.org/W3004591569","https://openalex.org/W3014029074","https://openalex.org/W3025490408","https://openalex.org/W3028425586","https://openalex.org/W3042411460","https://openalex.org/W3047489882","https://openalex.org/W3048398786","https://openalex.org/W3108247783","https://openalex.org/W3109719334","https://openalex.org/W3119544331","https://openalex.org/W3124717405","https://openalex.org/W3125371408","https://openalex.org/W3130431100","https://openalex.org/W3170315694","https://openalex.org/W3177840734","https://openalex.org/W4206535366","https://openalex.org/W4232988217","https://openalex.org/W4239556602","https://openalex.org/W4294585832","https://openalex.org/W4311125314","https://openalex.org/W4321088527","https://openalex.org/W4323840577","https://openalex.org/W4383822945","https://openalex.org/W4403706613","https://openalex.org/W4407949906","https://openalex.org/W6631661853","https://openalex.org/W6852015777","https://openalex.org/W6911594068","https://openalex.org/W7008618936"],"related_works":["https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2899084033","https://openalex.org/W2778153218","https://openalex.org/W2748952813","https://openalex.org/W1531601525","https://openalex.org/W4391375266"],"abstract_inverted_index":{"Modern":[0],"sensor":[1,136],"and":[2,76,88,110,118,120,131,153,168,190,221,257,280],"gesture":[3],"tracking":[4],"technologies":[5,137],"(e.g.,":[6,103],"Myo":[7],"armbands)":[8],"allow":[9],"us":[10,23,37],"access":[11],"to":[12,24,40,81,91,105,127,140,163,176,193,205,264,278,291],"novel":[13],"data":[14,47,156],"measuring":[15],"musical":[16,28,113],"performance":[17],"at":[18],"a":[19,86,188,229,259],"nuanced":[20],"level:":[21],"allowing":[22],"\u201csee\u201d":[25],"otherwise":[26],"unseen":[27],"techniques.":[29,50],"Meanwhile,":[30],"advances":[31],"in":[32,58,98,133],"machine":[33],"learning":[34],"have":[35],"given":[36],"the":[38,52,59,129,161,203,211],"ability":[39,204],"create":[41],"accurate":[42],"predictions":[43],"from":[44,157,235],"often":[45],"complex":[46],"capturing":[48],"such":[49,70,115,165,288],"At":[51],"same":[53],"time,":[54],"instrumental":[55],"music":[56,100,194,223,269,282],"education":[57,101,224,283],"UK":[60,162],"has":[61],"seen":[62],"great":[63],"challenges":[64,130],"regarding":[65,210],"accessibility,":[66],"caused":[67],"by":[68,218],"factors":[69],"as":[71,79,116,289],"cost,":[72],"standardized":[73,220],"(non-personalized)":[74],"curricula,":[75],"health":[77],"issues":[78,167,209],"barriers":[80],"learning.":[82,122],"As":[83],"e-learning":[84],"becomes":[85],"low-cost":[87],"personalized":[89],"alternative":[90,276],"mainstream":[92,279],"education,":[93],"gamification":[94],"is":[95,183,228],"being":[96],"used":[97],"popular":[99],"apps":[102],"Yousician)":[104],"leverage":[106],"game":[107],"design":[108,172],"principles":[109],"teach":[111],"abstract":[112],"concepts,":[114],"timing":[117],"pitch,":[119],"stimulate":[121,258],"This":[123],"ongoing":[124],"project":[125],"seeks":[126],"understand":[128,164],"opportunities":[132],"pairing":[134],"modern":[135],"with":[138,202],"AI":[139,144,174,199,241,248,267],"develop":[141],"an":[142,173,240],"accessible":[143],"guitar":[145,200,242],"assistant.":[146],"To":[147],"do":[148],"this,":[149],"our":[150,197],"work":[151],"collects":[152],"analyses":[154],"survey":[155,236,254],"21":[158],"guitarists":[159],"across":[160],"accessibility":[166,208],"how":[169,263],"we":[170],"may":[171],"system":[175],"address":[177,206],"them.":[178],"Our":[179,226,253,271],"results":[180],"show":[181],"there":[182],"clear":[184],"scope":[185],"for":[186,238],"developing":[187,198,260],"flexible":[189],"adaptive":[191],"approach":[192],"tuition":[195],"via":[196],"assistant,":[201,243],"specific":[207],"needs":[212],"of":[213,231],"individuals":[214],"who":[215],"feel":[216],"excluded":[217],"expensive,":[219],"homogeneous":[222],"systems.":[225],"contribution":[227],"set":[230],"thematic":[232],"insights,":[233],"captured":[234],"data,":[237],"building":[239],"which":[244],"adjacent":[245],"fields":[246],"using":[247],"can":[249],"also":[250,273],"benefit":[251],"from.":[252],"insights":[255,272],"inform":[256],"conversation":[261],"around":[262],"effectively":[265],"integrate":[266],"into":[268],"education.":[270],"indicate":[274],"potential":[275],"approaches":[277],"longstanding":[281],"when":[284],"leveraging":[285],"emerging":[286],"technologies,":[287],"AI,":[290],"solve":[292],"pressing":[293],"social":[294],"issues.":[295]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}