{"id":"https://openalex.org/W4229062227","doi":"https://doi.org/10.1007/s11548-022-02616-0","title":"Data-centric multi-task surgical phase estimation with sparse scene segmentation","display_name":"Data-centric multi-task surgical phase estimation with sparse scene segmentation","publication_year":2022,"publication_date":"2022-05-01","ids":{"openalex":"https://openalex.org/W4229062227","doi":"https://doi.org/10.1007/s11548-022-02616-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/35505149"},"language":"en","primary_location":{"id":"doi:10.1007/s11548-022-02616-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-022-02616-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-022-02616-0.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11548-022-02616-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069643347","display_name":"Ricardo S\u00e1nchez-Matilla","orcid":"https://orcid.org/0000-0003-2330-0973"},"institutions":[{"id":"https://openalex.org/I2949033070","display_name":"Medtronic (Ireland)","ror":"https://ror.org/04dyhjr58","country_code":"IE","type":"company","lineage":["https://openalex.org/I2949033070","https://openalex.org/I4210091810"]},{"id":"https://openalex.org/I4210110243","display_name":"Medtronic (United Kingdom)","ror":"https://ror.org/020hbh524","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210091810","https://openalex.org/I4210110243"]}],"countries":["GB","IE"],"is_corresponding":true,"raw_author_name":"Ricardo Sanchez-Matilla","raw_affiliation_strings":["Digital Surgery, a Medtronic Company, London, UK. ricardo.sanchez-matilla@medtronic.com","Digital Surgery, a Medtronic Company, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Surgery, a Medtronic Company, London, UK. ricardo.sanchez-matilla@medtronic.com","institution_ids":["https://openalex.org/I2949033070","https://openalex.org/I4210110243"]},{"raw_affiliation_string":"Digital Surgery, a Medtronic Company, London, UK","institution_ids":["https://openalex.org/I4210110243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004212009","display_name":"Maria Robu","orcid":"https://orcid.org/0000-0003-0106-0542"},"institutions":[{"id":"https://openalex.org/I4210110243","display_name":"Medtronic (United Kingdom)","ror":"https://ror.org/020hbh524","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210091810","https://openalex.org/I4210110243"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maria Robu","raw_affiliation_strings":["Digital Surgery, a Medtronic Company, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Surgery, a Medtronic Company, London, UK","institution_ids":["https://openalex.org/I4210110243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102858268","display_name":"Maria Grammatikopoulou","orcid":"https://orcid.org/0000-0001-8843-8944"},"institutions":[{"id":"https://openalex.org/I4210110243","display_name":"Medtronic (United Kingdom)","ror":"https://ror.org/020hbh524","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210091810","https://openalex.org/I4210110243"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maria Grammatikopoulou","raw_affiliation_strings":["Digital Surgery, a Medtronic Company, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Surgery, a Medtronic Company, London, UK","institution_ids":["https://openalex.org/I4210110243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032823221","display_name":"Imanol Luengo","orcid":"https://orcid.org/0000-0001-6573-322X"},"institutions":[{"id":"https://openalex.org/I4210110243","display_name":"Medtronic (United Kingdom)","ror":"https://ror.org/020hbh524","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210091810","https://openalex.org/I4210110243"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Imanol Luengo","raw_affiliation_strings":["Digital Surgery, a Medtronic Company, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Surgery, a Medtronic Company, London, UK","institution_ids":["https://openalex.org/I4210110243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077630267","display_name":"Danail Stoyanov","orcid":"https://orcid.org/0000-0002-0980-3227"},"institutions":[{"id":"https://openalex.org/I4210110243","display_name":"Medtronic (United Kingdom)","ror":"https://ror.org/020hbh524","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210091810","https://openalex.org/I4210110243"]},{"id":"https://openalex.org/I4210122016","display_name":"Wellcome / EPSRC Centre for Interventional and Surgical Sciences","ror":"https://ror.org/03r42r570","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I1299528221","https://openalex.org/I4210087105","https://openalex.org/I4210122016","https://openalex.org/I45129253","https://openalex.org/I87048295"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Danail Stoyanov","raw_affiliation_strings":["Digital Surgery, a Medtronic Company, London, UK","Wellcome/EPSRC Centre for Interventional and Surgical Sciences, University College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Surgery, a Medtronic Company, London, UK","institution_ids":["https://openalex.org/I4210110243"]},{"raw_affiliation_string":"Wellcome/EPSRC Centre for Interventional and Surgical Sciences, University College London, London, UK","institution_ids":["https://openalex.org/I4210122016","https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5069643347"],"corresponding_institution_ids":["https://openalex.org/I2949033070","https://openalex.org/I4210110243"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":4.0727,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.94569178,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"17","issue":"5","first_page":"953","last_page":"960"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10916","display_name":"Surgical Simulation and Training","score":0.9034000039100647,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10916","display_name":"Surgical Simulation and Training","score":0.9034000039100647,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.008299999870359898,"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/T11291","display_name":"Intraocular Surgery and Lenses","score":0.004399999976158142,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/computer-science","display_name":"Computer science","score":0.8518373966217041},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6364914774894714},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6221103072166443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.571512758731842},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5309122800827026},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5169074535369873},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49612054228782654},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.47004595398902893},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.4330865740776062},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4166964888572693},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.381820410490036},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3735865652561188},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3462327718734741},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34501197934150696}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8518373966217041},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6364914774894714},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6221103072166443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.571512758731842},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5309122800827026},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5169074535369873},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49612054228782654},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.47004595398902893},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.4330865740776062},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4166964888572693},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.381820410490036},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3735865652561188},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3462327718734741},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34501197934150696},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D065287","descriptor_name":"Robotic Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D065287","descriptor_name":"Robotic Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D065287","descriptor_name":"Robotic Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1007/s11548-022-02616-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-022-02616-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-022-02616-0.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},{"id":"pmid:35505149","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35505149","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of computer assisted radiology and surgery","raw_type":null},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10148394","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10148394/","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":"   International Journal of Computer Assisted Radiology and Surgery , 17    pp. 953-960.   (2022)      ","raw_type":"Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9110447","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9110447","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Int J Comput Assist Radiol Surg","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11548-022-02616-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-022-02616-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-022-02616-0.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4229062227.pdf","grobid_xml":"https://content.openalex.org/works/W4229062227.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2266464013","https://openalex.org/W2510642588","https://openalex.org/W2580456502","https://openalex.org/W2963853051","https://openalex.org/W2975042877","https://openalex.org/W2979797179","https://openalex.org/W3010209635","https://openalex.org/W3034971973","https://openalex.org/W3083550439","https://openalex.org/W3092562667","https://openalex.org/W3100964249","https://openalex.org/W3203204495","https://openalex.org/W3203477409","https://openalex.org/W3212407416","https://openalex.org/W6845763798"],"related_works":["https://openalex.org/W2361861616","https://openalex.org/W2263699433","https://openalex.org/W2377979023","https://openalex.org/W2218034408","https://openalex.org/W2392921965","https://openalex.org/W2358755282","https://openalex.org/W2625833328","https://openalex.org/W1533177136","https://openalex.org/W4380994516","https://openalex.org/W4388446985"],"abstract_inverted_index":{"PURPOSE:":[0],"Surgical":[1],"workflow":[2],"estimation":[3,56],"techniques":[4],"aim":[5],"to":[6,39,58,83,121,238],"divide":[7],"a":[8,68,110,115,165,196,203],"surgical":[9,17,54],"video":[10],"into":[11,62],"temporal":[12,72,104],"segments":[13],"based":[14,176],"on":[15,98,177],"predefined":[16],"actions":[18],"or":[19,30],"objectives,":[20],"which":[21,128],"can":[22,207,229],"be":[23],"of":[24,94,125,159,199],"different":[25],"granularity":[26],"such":[27],"as":[28],"steps":[29],"phases.":[31],"Potential":[32],"applications":[33],"range":[34],"from":[35,67],"real-time":[36],"intra-operative":[37],"feedback":[38],"automatic":[40,53],"post-operative":[41],"reports":[42],"and":[43,71,113,143,148,180,214,236],"analysis.":[44],"A":[45],"common":[46],"approach":[47,76,112,228],"in":[48,79,132,141,153,155,220],"the":[49,60,100,123,160],"literature":[50],"for":[51,184],"performing":[52,185],"phase":[55,138,187],"is":[57,77],"decouple":[59],"problem":[61],"two":[63,80],"stages:":[64],"feature":[65,73],"extraction":[66],"single":[69],"frame":[70],"fusion.":[74],"This":[75],"performed":[78],"stages":[81],"due":[82],"computational":[84],"restrictions":[85],"when":[86,174,218],"processing":[87],"large":[88],"spatio-temporal":[89],"sequences.":[90],"METHODS:":[91],"The":[92],"majority":[93],"existing":[95,126],"works":[96],"focus":[97],"pushing":[99],"performance":[101],"solely":[102],"through":[103],"model":[105,206,247],"development.":[106,248],"Differently,":[107],"we":[108,135],"follow":[109],"data-centric":[111,227],"propose":[114,164],"training":[116],"pipeline":[117],"that":[118,169,194,225],"enables":[119],"models":[120],"maximise":[122],"usage":[124],"datasets,":[127],"are":[129],"generally":[130],"used":[131],"isolation.":[133],"Specifically,":[134],"use":[136,239],"dense":[137],"annotations":[139],"available":[140,152],"Cholec80,":[142],"sparse":[144],"scene":[145,200],"(i.e.,":[146],"instrument":[147],"anatomy)":[149],"segmentation":[150,201],"annotation":[151],"CholecSeg8k":[154],"less":[156],"than":[157,211],"5%":[158],"overlapping":[161],"frames.":[162],"We":[163,192,223],"simple":[166,205],"multi-task":[167],"encoder":[168],"effectively":[170],"fuses":[171],"both":[172],"streams,":[173],"available,":[175],"their":[178],"importance":[179],"jointly":[181],"optimise":[182],"them":[183],"accurate":[186],"prediction.":[188],"RESULTS":[189],"AND":[190],"CONCLUSION:":[191],"show":[193],"with":[195,246],"small":[197],"fraction":[198],"annotations,":[202],"relatively":[204],"obtain":[208],"comparable":[209],"results":[210],"previous":[212],"state-of-the-art":[213],"more":[215],"complex":[216],"architectures":[217],"evaluated":[219],"similar":[221],"settings.":[222],"hope":[224],"this":[226],"encourage":[230],"new":[231],"research":[232],"directions":[233],"where":[234],"data,":[235],"how":[237],"it,":[240],"plays":[241],"an":[242],"important":[243],"role":[244],"along":[245]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}