Preliminary study for intonation classification of imagined speech for brain-computer interface applications Article Swipe
Isabel Casso
,
José Rouillard
,
Hakim Si-Mohammed
,
Nacim Betrouni
,
C. François
,
Anahita Basirat
·
YOU?
·
· 2022
· Open Access
·
YOU?
·
· 2022
· Open Access
·
In the current study, we focused on decoding speech prosody from EEG. Prosody (i.e., melody and rhythm of speech) is important during communication as it allows to convey emotion and meaning. However, it has received little attention in the field of brain-computer interfaces. To address this issue, we contrasted the production of two syllables, "ba" and "da", produced mentally as an affirmation (e.g., "ba.") or a question (e.g., "ba?") using two different intonations. We focused on spectral features. After classification in the time-frequency domain, we found above chance-level accuracies in specific frequency ranges of the alpha band (7-12 Hz) early on during the production phase. We also obtained above chance-level results on a range of the low-beta band (16-20 Hz) during a late time window. Based on the visual inspection of topographies and the literature, we suggest that the results during the early time window, but not that during the late time window, reflect a genuine difference between imagined affirmation and question production. Future studies should provide more information about neural markers and underlying neuro-cognitive processes to improve the understanding of the imagined intonation production. This would pave the way for the development of speech-based BCI capable of differentiating intonation and prosody in general.
Related Topics
Concepts
Metadata
- Type
- article
- Language
- en
- Landing Page
- http://hdl.handle.net/20.500.12210/100429
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4321009332
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4321009332Canonical identifier for this work in OpenAlex
- Title
-
Preliminary study for intonation classification of imagined speech for brain-computer interface applicationsWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2022Year of publication
- Publication date
-
2022-08-29Full publication date if available
- Authors
-
Isabel Casso, José Rouillard, Hakim Si-Mohammed, Nacim Betrouni, C. François, Anahita BasiratList of authors in order
- Landing page
-
https://hdl.handle.net/20.500.12210/100429Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://hdl.handle.net/20.500.12210/100429Direct OA link when available
- Concepts
-
Intonation (linguistics), Computer science, Interface (matter), Speech recognition, Brain–computer interface, Natural language processing, Artificial intelligence, Linguistics, Psychology, Electroencephalography, Maximum bubble pressure method, Philosophy, Parallel computing, Psychiatry, BubbleTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4321009332 |
|---|---|
| doi | |
| ids.openalex | https://openalex.org/W4321009332 |
| fwci | 0.0 |
| type | article |
| title | Preliminary study for intonation classification of imagined speech for brain-computer interface applications |
| biblio.issue | |
| biblio.volume | |
| biblio.last_page | |
| biblio.first_page | |
| topics[0].id | https://openalex.org/T10429 |
| topics[0].field.id | https://openalex.org/fields/28 |
| topics[0].field.display_name | Neuroscience |
| topics[0].score | 1.0 |
| topics[0].domain.id | https://openalex.org/domains/1 |
| topics[0].domain.display_name | Life Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2805 |
| topics[0].subfield.display_name | Cognitive Neuroscience |
| topics[0].display_name | EEG and Brain-Computer Interfaces |
| topics[1].id | https://openalex.org/T10465 |
| topics[1].field.id | https://openalex.org/fields/28 |
| topics[1].field.display_name | Neuroscience |
| topics[1].score | 0.9918000102043152 |
| topics[1].domain.id | https://openalex.org/domains/1 |
| topics[1].domain.display_name | Life Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/2805 |
| topics[1].subfield.display_name | Cognitive Neuroscience |
| topics[1].display_name | Neurobiology of Language and Bilingualism |
| topics[2].id | https://openalex.org/T11447 |
| topics[2].field.id | https://openalex.org/fields/17 |
| topics[2].field.display_name | Computer Science |
| topics[2].score | 0.9907000064849854 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1711 |
| topics[2].subfield.display_name | Signal Processing |
| topics[2].display_name | Blind Source Separation Techniques |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C2781045179 |
| concepts[0].level | 2 |
| concepts[0].score | 0.8490430116653442 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q5576720 |
| concepts[0].display_name | Intonation (linguistics) |
| concepts[1].id | https://openalex.org/C41008148 |
| concepts[1].level | 0 |
| concepts[1].score | 0.7653340101242065 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[1].display_name | Computer science |
| concepts[2].id | https://openalex.org/C113843644 |
| concepts[2].level | 4 |
| concepts[2].score | 0.645459771156311 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q901882 |
| concepts[2].display_name | Interface (matter) |
| concepts[3].id | https://openalex.org/C28490314 |
| concepts[3].level | 1 |
| concepts[3].score | 0.5660578608512878 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q189436 |
| concepts[3].display_name | Speech recognition |
| concepts[4].id | https://openalex.org/C173201364 |
| concepts[4].level | 3 |
| concepts[4].score | 0.5487717390060425 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q897410 |
| concepts[4].display_name | Brain–computer interface |
| concepts[5].id | https://openalex.org/C204321447 |
| concepts[5].level | 1 |
| concepts[5].score | 0.4999370574951172 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q30642 |
| concepts[5].display_name | Natural language processing |
| concepts[6].id | https://openalex.org/C154945302 |
| concepts[6].level | 1 |
| concepts[6].score | 0.3608013093471527 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q11660 |
| concepts[6].display_name | Artificial intelligence |
| concepts[7].id | https://openalex.org/C41895202 |
| concepts[7].level | 1 |
| concepts[7].score | 0.16879430413246155 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q8162 |
| concepts[7].display_name | Linguistics |
| concepts[8].id | https://openalex.org/C15744967 |
| concepts[8].level | 0 |
| concepts[8].score | 0.1045968234539032 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q9418 |
| concepts[8].display_name | Psychology |
| concepts[9].id | https://openalex.org/C522805319 |
| concepts[9].level | 2 |
| concepts[9].score | 0.06522190570831299 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q179965 |
| concepts[9].display_name | Electroencephalography |
| concepts[10].id | https://openalex.org/C129307140 |
| concepts[10].level | 3 |
| concepts[10].score | 0.0 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q6795880 |
| concepts[10].display_name | Maximum bubble pressure method |
| concepts[11].id | https://openalex.org/C138885662 |
| concepts[11].level | 0 |
| concepts[11].score | 0.0 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q5891 |
| concepts[11].display_name | Philosophy |
| concepts[12].id | https://openalex.org/C173608175 |
| concepts[12].level | 1 |
| concepts[12].score | 0.0 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q232661 |
| concepts[12].display_name | Parallel computing |
| concepts[13].id | https://openalex.org/C118552586 |
| concepts[13].level | 1 |
| concepts[13].score | 0.0 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q7867 |
| concepts[13].display_name | Psychiatry |
| concepts[14].id | https://openalex.org/C157915830 |
| concepts[14].level | 2 |
| concepts[14].score | 0.0 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q2928001 |
| concepts[14].display_name | Bubble |
| keywords[0].id | https://openalex.org/keywords/intonation |
| keywords[0].score | 0.8490430116653442 |
| keywords[0].display_name | Intonation (linguistics) |
| keywords[1].id | https://openalex.org/keywords/computer-science |
| keywords[1].score | 0.7653340101242065 |
| keywords[1].display_name | Computer science |
| keywords[2].id | https://openalex.org/keywords/interface |
| keywords[2].score | 0.645459771156311 |
| keywords[2].display_name | Interface (matter) |
| keywords[3].id | https://openalex.org/keywords/speech-recognition |
| keywords[3].score | 0.5660578608512878 |
| keywords[3].display_name | Speech recognition |
| keywords[4].id | https://openalex.org/keywords/brain–computer-interface |
| keywords[4].score | 0.5487717390060425 |
| keywords[4].display_name | Brain–computer interface |
| keywords[5].id | https://openalex.org/keywords/natural-language-processing |
| keywords[5].score | 0.4999370574951172 |
| keywords[5].display_name | Natural language processing |
| keywords[6].id | https://openalex.org/keywords/artificial-intelligence |
| keywords[6].score | 0.3608013093471527 |
| keywords[6].display_name | Artificial intelligence |
| keywords[7].id | https://openalex.org/keywords/linguistics |
| keywords[7].score | 0.16879430413246155 |
| keywords[7].display_name | Linguistics |
| keywords[8].id | https://openalex.org/keywords/psychology |
| keywords[8].score | 0.1045968234539032 |
| keywords[8].display_name | Psychology |
| keywords[9].id | https://openalex.org/keywords/electroencephalography |
| keywords[9].score | 0.06522190570831299 |
| keywords[9].display_name | Electroencephalography |
| language | en |
| locations[0].id | pmh:oai:lilloa.univ-lille.fr:20.500.12210/100429 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4306402203 |
| locations[0].source.issn | |
| locations[0].source.type | repository |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | |
| locations[0].source.is_core | False |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | LillOA (Université de Lille (University Of Lille)) |
| locations[0].source.host_organization | https://openalex.org/I4210123514 |
| locations[0].source.host_organization_name | Centre d'Etudes en Civilisations, Langues et Littératures Etrangères |
| locations[0].source.host_organization_lineage | https://openalex.org/I4210123514 |
| locations[0].license | other-oa |
| locations[0].pdf_url | |
| locations[0].version | submittedVersion |
| locations[0].raw_type | info:eu-repo/semantics/conferenceObject |
| locations[0].license_id | https://openalex.org/licenses/other-oa |
| locations[0].is_accepted | False |
| locations[0].is_published | False |
| locations[0].raw_source_name | |
| locations[0].landing_page_url | http://hdl.handle.net/20.500.12210/100429 |
| locations[1].id | pmh:oai:lilloa.univ-lille.fr:20.500.12210/76722 |
| locations[1].is_oa | True |
| locations[1].source.id | https://openalex.org/S4306402203 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | LillOA (Université de Lille (University Of Lille)) |
| locations[1].source.host_organization | https://openalex.org/I4210123514 |
| locations[1].source.host_organization_name | Centre d'Etudes en Civilisations, Langues et Littératures Etrangères |
| locations[1].source.host_organization_lineage | https://openalex.org/I4210123514 |
| locations[1].license | other-oa |
| locations[1].pdf_url | |
| locations[1].version | submittedVersion |
| locations[1].raw_type | info:eu-repo/semantics/conferenceObject |
| locations[1].license_id | https://openalex.org/licenses/other-oa |
| locations[1].is_accepted | False |
| locations[1].is_published | False |
| locations[1].raw_source_name | |
| locations[1].landing_page_url | http://hdl.handle.net/20.500.12210/76722 |
| authorships[0].author.id | https://openalex.org/A5025872870 |
| authorships[0].author.orcid | |
| authorships[0].author.display_name | Isabel Casso |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Casso, Isabel |
| authorships[0].is_corresponding | False |
| authorships[1].author.id | https://openalex.org/A5054147984 |
| authorships[1].author.orcid | https://orcid.org/0000-0001-9298-0816 |
| authorships[1].author.display_name | José Rouillard |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Rouillard, José |
| authorships[1].is_corresponding | False |
| authorships[2].author.id | https://openalex.org/A5060021898 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-6056-3089 |
| authorships[2].author.display_name | Hakim Si-Mohammed |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Si-Mohammed, Hakim |
| authorships[2].is_corresponding | False |
| authorships[3].author.id | https://openalex.org/A5078478531 |
| authorships[3].author.orcid | https://orcid.org/0000-0003-1086-5502 |
| authorships[3].author.display_name | Nacim Betrouni |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Betrouni, Nacim |
| authorships[3].is_corresponding | False |
| authorships[4].author.id | https://openalex.org/A5102903935 |
| authorships[4].author.orcid | |
| authorships[4].author.display_name | C. François |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Cabestaing, François |
| authorships[4].is_corresponding | False |
| authorships[5].author.id | https://openalex.org/A5007968760 |
| authorships[5].author.orcid | https://orcid.org/0000-0001-9603-4819 |
| authorships[5].author.display_name | Anahita Basirat |
| authorships[5].author_position | last |
| authorships[5].raw_author_name | Basirat, Anahita |
| authorships[5].is_corresponding | False |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | http://hdl.handle.net/20.500.12210/100429 |
| open_access.oa_status | green |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Preliminary study for intonation classification of imagined speech for brain-computer interface applications |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T04:12:42.849631 |
| primary_topic.id | https://openalex.org/T10429 |
| primary_topic.field.id | https://openalex.org/fields/28 |
| primary_topic.field.display_name | Neuroscience |
| primary_topic.score | 1.0 |
| primary_topic.domain.id | https://openalex.org/domains/1 |
| primary_topic.domain.display_name | Life Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2805 |
| primary_topic.subfield.display_name | Cognitive Neuroscience |
| primary_topic.display_name | EEG and Brain-Computer Interfaces |
| related_works | https://openalex.org/W2917517086, https://openalex.org/W2015326241, https://openalex.org/W2071129935, https://openalex.org/W2390569096, https://openalex.org/W3017025976, https://openalex.org/W2296761738, https://openalex.org/W2592357088, https://openalex.org/W2393285213, https://openalex.org/W2380647523, https://openalex.org/W2556895317 |
| cited_by_count | 0 |
| locations_count | 2 |
| best_oa_location.id | pmh:oai:lilloa.univ-lille.fr:20.500.12210/100429 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4306402203 |
| best_oa_location.source.issn | |
| best_oa_location.source.type | repository |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | |
| best_oa_location.source.is_core | False |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | LillOA (Université de Lille (University Of Lille)) |
| best_oa_location.source.host_organization | https://openalex.org/I4210123514 |
| best_oa_location.source.host_organization_name | Centre d'Etudes en Civilisations, Langues et Littératures Etrangères |
| best_oa_location.source.host_organization_lineage | https://openalex.org/I4210123514 |
| best_oa_location.license | other-oa |
| best_oa_location.pdf_url | |
| best_oa_location.version | submittedVersion |
| best_oa_location.raw_type | info:eu-repo/semantics/conferenceObject |
| best_oa_location.license_id | https://openalex.org/licenses/other-oa |
| best_oa_location.is_accepted | False |
| best_oa_location.is_published | False |
| best_oa_location.raw_source_name | |
| best_oa_location.landing_page_url | http://hdl.handle.net/20.500.12210/100429 |
| primary_location.id | pmh:oai:lilloa.univ-lille.fr:20.500.12210/100429 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4306402203 |
| primary_location.source.issn | |
| primary_location.source.type | repository |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | |
| primary_location.source.is_core | False |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | LillOA (Université de Lille (University Of Lille)) |
| primary_location.source.host_organization | https://openalex.org/I4210123514 |
| primary_location.source.host_organization_name | Centre d'Etudes en Civilisations, Langues et Littératures Etrangères |
| primary_location.source.host_organization_lineage | https://openalex.org/I4210123514 |
| primary_location.license | other-oa |
| primary_location.pdf_url | |
| primary_location.version | submittedVersion |
| primary_location.raw_type | info:eu-repo/semantics/conferenceObject |
| primary_location.license_id | https://openalex.org/licenses/other-oa |
| primary_location.is_accepted | False |
| primary_location.is_published | False |
| primary_location.raw_source_name | |
| primary_location.landing_page_url | http://hdl.handle.net/20.500.12210/100429 |
| publication_date | 2022-08-29 |
| publication_year | 2022 |
| referenced_works_count | 0 |
| abstract_inverted_index.a | 65, 112, 121, 154 |
| abstract_inverted_index.In | 0 |
| abstract_inverted_index.To | 43 |
| abstract_inverted_index.We | 73, 105 |
| abstract_inverted_index.an | 60 |
| abstract_inverted_index.as | 23, 59 |
| abstract_inverted_index.in | 37, 80, 89, 202 |
| abstract_inverted_index.is | 19 |
| abstract_inverted_index.it | 24, 32 |
| abstract_inverted_index.of | 17, 40, 51, 93, 114, 130, 180, 193, 197 |
| abstract_inverted_index.on | 6, 75, 100, 111, 126 |
| abstract_inverted_index.or | 64 |
| abstract_inverted_index.to | 26, 176 |
| abstract_inverted_index.we | 4, 47, 84, 135 |
| abstract_inverted_index.BCI | 195 |
| abstract_inverted_index.Hz) | 98, 119 |
| abstract_inverted_index.and | 15, 29, 55, 132, 160, 172, 200 |
| abstract_inverted_index.but | 145 |
| abstract_inverted_index.for | 190 |
| abstract_inverted_index.has | 33 |
| abstract_inverted_index.not | 146 |
| abstract_inverted_index.the | 1, 38, 49, 81, 94, 102, 115, 127, 133, 138, 141, 149, 178, 181, 188, 191 |
| abstract_inverted_index.two | 52, 70 |
| abstract_inverted_index.way | 189 |
| abstract_inverted_index."ba" | 54 |
| abstract_inverted_index.EEG. | 11 |
| abstract_inverted_index.This | 185 |
| abstract_inverted_index.also | 106 |
| abstract_inverted_index.band | 96, 117 |
| abstract_inverted_index.from | 10 |
| abstract_inverted_index.late | 122, 150 |
| abstract_inverted_index.more | 167 |
| abstract_inverted_index.pave | 187 |
| abstract_inverted_index.that | 137, 147 |
| abstract_inverted_index.this | 45 |
| abstract_inverted_index.time | 123, 143, 151 |
| abstract_inverted_index."da", | 56 |
| abstract_inverted_index.(7-12 | 97 |
| abstract_inverted_index.After | 78 |
| abstract_inverted_index.Based | 125 |
| abstract_inverted_index.about | 169 |
| abstract_inverted_index.above | 86, 108 |
| abstract_inverted_index.alpha | 95 |
| abstract_inverted_index.early | 99, 142 |
| abstract_inverted_index.field | 39 |
| abstract_inverted_index.found | 85 |
| abstract_inverted_index.range | 113 |
| abstract_inverted_index.using | 69 |
| abstract_inverted_index.would | 186 |
| abstract_inverted_index."ba.") | 63 |
| abstract_inverted_index."ba?") | 68 |
| abstract_inverted_index.(16-20 | 118 |
| abstract_inverted_index.(e.g., | 62, 67 |
| abstract_inverted_index.(i.e., | 13 |
| abstract_inverted_index.Future | 163 |
| abstract_inverted_index.allows | 25 |
| abstract_inverted_index.convey | 27 |
| abstract_inverted_index.during | 21, 101, 120, 140, 148 |
| abstract_inverted_index.issue, | 46 |
| abstract_inverted_index.little | 35 |
| abstract_inverted_index.melody | 14 |
| abstract_inverted_index.neural | 170 |
| abstract_inverted_index.phase. | 104 |
| abstract_inverted_index.ranges | 92 |
| abstract_inverted_index.rhythm | 16 |
| abstract_inverted_index.should | 165 |
| abstract_inverted_index.speech | 8 |
| abstract_inverted_index.study, | 3 |
| abstract_inverted_index.visual | 128 |
| abstract_inverted_index.Prosody | 12 |
| abstract_inverted_index.address | 44 |
| abstract_inverted_index.between | 157 |
| abstract_inverted_index.capable | 196 |
| abstract_inverted_index.current | 2 |
| abstract_inverted_index.domain, | 83 |
| abstract_inverted_index.emotion | 28 |
| abstract_inverted_index.focused | 5, 74 |
| abstract_inverted_index.genuine | 155 |
| abstract_inverted_index.improve | 177 |
| abstract_inverted_index.markers | 171 |
| abstract_inverted_index.prosody | 9, 201 |
| abstract_inverted_index.provide | 166 |
| abstract_inverted_index.reflect | 153 |
| abstract_inverted_index.results | 110, 139 |
| abstract_inverted_index.speech) | 18 |
| abstract_inverted_index.studies | 164 |
| abstract_inverted_index.suggest | 136 |
| abstract_inverted_index.window, | 144, 152 |
| abstract_inverted_index.window. | 124 |
| abstract_inverted_index.However, | 31 |
| abstract_inverted_index.decoding | 7 |
| abstract_inverted_index.general. | 203 |
| abstract_inverted_index.imagined | 158, 182 |
| abstract_inverted_index.low-beta | 116 |
| abstract_inverted_index.meaning. | 30 |
| abstract_inverted_index.mentally | 58 |
| abstract_inverted_index.obtained | 107 |
| abstract_inverted_index.produced | 57 |
| abstract_inverted_index.question | 66, 161 |
| abstract_inverted_index.received | 34 |
| abstract_inverted_index.specific | 90 |
| abstract_inverted_index.spectral | 76 |
| abstract_inverted_index.attention | 36 |
| abstract_inverted_index.different | 71 |
| abstract_inverted_index.features. | 77 |
| abstract_inverted_index.frequency | 91 |
| abstract_inverted_index.important | 20 |
| abstract_inverted_index.processes | 175 |
| abstract_inverted_index.accuracies | 88 |
| abstract_inverted_index.contrasted | 48 |
| abstract_inverted_index.difference | 156 |
| abstract_inverted_index.inspection | 129 |
| abstract_inverted_index.intonation | 183, 199 |
| abstract_inverted_index.production | 50, 103 |
| abstract_inverted_index.syllables, | 53 |
| abstract_inverted_index.underlying | 173 |
| abstract_inverted_index.affirmation | 61, 159 |
| abstract_inverted_index.development | 192 |
| abstract_inverted_index.information | 168 |
| abstract_inverted_index.interfaces. | 42 |
| abstract_inverted_index.literature, | 134 |
| abstract_inverted_index.production. | 162, 184 |
| abstract_inverted_index.chance-level | 87, 109 |
| abstract_inverted_index.intonations. | 72 |
| abstract_inverted_index.speech-based | 194 |
| abstract_inverted_index.topographies | 131 |
| abstract_inverted_index.communication | 22 |
| abstract_inverted_index.understanding | 179 |
| abstract_inverted_index.brain-computer | 41 |
| abstract_inverted_index.classification | 79 |
| abstract_inverted_index.time-frequency | 82 |
| abstract_inverted_index.differentiating | 198 |
| abstract_inverted_index.neuro-cognitive | 174 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 6 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/4 |
| sustainable_development_goals[0].score | 0.44999998807907104 |
| sustainable_development_goals[0].display_name | Quality Education |
| citation_normalized_percentile.value | 0.19581664 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |