Destructive Criticism in Software Code Review Impacts Inclusion Article Swipe
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1145/3555183
The software industry lacks gender diversity. Recent research has suggested that a toxic working culture is to blame. Studies have found that communications in software repositories directed towards women are more negative in general. In this study, we use a destructive criticism lens to examine gender differences in software code review feedback. Software code review is a practice where code is peer reviewed and negative feedback is often delivered. We explore differences in perceptions, frequency, and impact of destructive criticism across genders. We surveyed 93 software practitioners eliciting perceived reactions to hypothetical scenarios (or vignettes) where participants are asked to imagine receiving either constructive or destructive criticism. In addition, the survey collected general opinions on feedback obtained during software code review as well as the frequency that participants give and receive destructive criticism. We found that opinions on destructive criticism vary. Women perceive destructive criticism as less appropriate and are less motivated to continue working with the developer after receiving destructive criticism. Destructive criticism is fairly common with more than half of respondents having received nonspecific negative feedback and nearly a quarter having received inconsiderate negative feedback in the past year. Our results suggest that destructive criticism in code review could be a contributing factor to the lack of gender diversity observed in the software industry.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1145/3555183
- https://dl.acm.org/doi/pdf/10.1145/3555183
- OA Status
- hybrid
- Cited By
- 21
- References
- 62
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4309618999
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4309618999Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1145/3555183Digital Object Identifier
- Title
-
Destructive Criticism in Software Code Review Impacts InclusionWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2022Year of publication
- Publication date
-
2022-11-07Full publication date if available
- Authors
-
Sanuri Dananja Gunawardena, Peter Devine, Isabelle Beaumont, Lola Piper Garden, Emerson Murphy-Hill, Kelly BlincoeList of authors in order
- Landing page
-
https://doi.org/10.1145/3555183Publisher landing page
- PDF URL
-
https://dl.acm.org/doi/pdf/10.1145/3555183Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
hybridOpen access status per OpenAlex
- OA URL
-
https://dl.acm.org/doi/pdf/10.1145/3555183Direct OA link when available
- Concepts
-
Criticism, Constructive criticism, Blame, Psychology, Code (set theory), Inclusion (mineral), Software, Perception, Social psychology, Computer science, Political science, Law, Set (abstract data type), Neuroscience, Programming languageTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
21Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 2, 2024: 10, 2023: 6, 2022: 3Per-year citation counts (last 5 years)
- References (count)
-
62Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4309618999 |
|---|---|
| doi | https://doi.org/10.1145/3555183 |
| ids.doi | https://doi.org/10.1145/3555183 |
| ids.openalex | https://openalex.org/W4309618999 |
| fwci | 7.97981332 |
| type | article |
| title | Destructive Criticism in Software Code Review Impacts Inclusion |
| biblio.issue | CSCW2 |
| biblio.volume | 6 |
| biblio.last_page | 29 |
| biblio.first_page | 1 |
| topics[0].id | https://openalex.org/T10260 |
| topics[0].field.id | https://openalex.org/fields/17 |
| topics[0].field.display_name | Computer Science |
| topics[0].score | 0.9983000159263611 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1710 |
| topics[0].subfield.display_name | Information Systems |
| topics[0].display_name | Software Engineering Research |
| topics[1].id | https://openalex.org/T12262 |
| topics[1].field.id | https://openalex.org/fields/17 |
| topics[1].field.display_name | Computer Science |
| topics[1].score | 0.9950000047683716 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1702 |
| topics[1].subfield.display_name | Artificial Intelligence |
| topics[1].display_name | Hate Speech and Cyberbullying Detection |
| topics[2].id | https://openalex.org/T11675 |
| topics[2].field.id | https://openalex.org/fields/17 |
| topics[2].field.display_name | Computer Science |
| topics[2].score | 0.9922000169754028 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1706 |
| topics[2].subfield.display_name | Computer Science Applications |
| topics[2].display_name | Open Source Software Innovations |
| funders[0].id | https://openalex.org/F4320309327 |
| funders[0].ror | https://ror.org/00njsd438 |
| funders[0].display_name | |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C7991579 |
| concepts[0].level | 2 |
| concepts[0].score | 0.8953121304512024 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q17955 |
| concepts[0].display_name | Criticism |
| concepts[1].id | https://openalex.org/C128069947 |
| concepts[1].level | 3 |
| concepts[1].score | 0.6623361110687256 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q7915872 |
| concepts[1].display_name | Constructive criticism |
| concepts[2].id | https://openalex.org/C2781466463 |
| concepts[2].level | 2 |
| concepts[2].score | 0.5670168995857239 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q621695 |
| concepts[2].display_name | Blame |
| concepts[3].id | https://openalex.org/C15744967 |
| concepts[3].level | 0 |
| concepts[3].score | 0.4967952072620392 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q9418 |
| concepts[3].display_name | Psychology |
| concepts[4].id | https://openalex.org/C2776760102 |
| concepts[4].level | 3 |
| concepts[4].score | 0.4931196868419647 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q5139990 |
| concepts[4].display_name | Code (set theory) |
| concepts[5].id | https://openalex.org/C109359841 |
| concepts[5].level | 2 |
| concepts[5].score | 0.4464322626590729 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q728944 |
| concepts[5].display_name | Inclusion (mineral) |
| concepts[6].id | https://openalex.org/C2777904410 |
| concepts[6].level | 2 |
| concepts[6].score | 0.42203259468078613 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q7397 |
| concepts[6].display_name | Software |
| concepts[7].id | https://openalex.org/C26760741 |
| concepts[7].level | 2 |
| concepts[7].score | 0.41724318265914917 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q160402 |
| concepts[7].display_name | Perception |
| concepts[8].id | https://openalex.org/C77805123 |
| concepts[8].level | 1 |
| concepts[8].score | 0.3603712320327759 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q161272 |
| concepts[8].display_name | Social psychology |
| concepts[9].id | https://openalex.org/C41008148 |
| concepts[9].level | 0 |
| concepts[9].score | 0.3310008645057678 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[9].display_name | Computer science |
| concepts[10].id | https://openalex.org/C17744445 |
| concepts[10].level | 0 |
| concepts[10].score | 0.1185961365699768 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q36442 |
| concepts[10].display_name | Political science |
| concepts[11].id | https://openalex.org/C199539241 |
| concepts[11].level | 1 |
| concepts[11].score | 0.09108364582061768 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q7748 |
| concepts[11].display_name | Law |
| concepts[12].id | https://openalex.org/C177264268 |
| concepts[12].level | 2 |
| concepts[12].score | 0.0 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q1514741 |
| concepts[12].display_name | Set (abstract data type) |
| concepts[13].id | https://openalex.org/C169760540 |
| concepts[13].level | 1 |
| concepts[13].score | 0.0 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q207011 |
| concepts[13].display_name | Neuroscience |
| concepts[14].id | https://openalex.org/C199360897 |
| concepts[14].level | 1 |
| concepts[14].score | 0.0 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q9143 |
| concepts[14].display_name | Programming language |
| keywords[0].id | https://openalex.org/keywords/criticism |
| keywords[0].score | 0.8953121304512024 |
| keywords[0].display_name | Criticism |
| keywords[1].id | https://openalex.org/keywords/constructive-criticism |
| keywords[1].score | 0.6623361110687256 |
| keywords[1].display_name | Constructive criticism |
| keywords[2].id | https://openalex.org/keywords/blame |
| keywords[2].score | 0.5670168995857239 |
| keywords[2].display_name | Blame |
| keywords[3].id | https://openalex.org/keywords/psychology |
| keywords[3].score | 0.4967952072620392 |
| keywords[3].display_name | Psychology |
| keywords[4].id | https://openalex.org/keywords/code |
| keywords[4].score | 0.4931196868419647 |
| keywords[4].display_name | Code (set theory) |
| keywords[5].id | https://openalex.org/keywords/inclusion |
| keywords[5].score | 0.4464322626590729 |
| keywords[5].display_name | Inclusion (mineral) |
| keywords[6].id | https://openalex.org/keywords/software |
| keywords[6].score | 0.42203259468078613 |
| keywords[6].display_name | Software |
| keywords[7].id | https://openalex.org/keywords/perception |
| keywords[7].score | 0.41724318265914917 |
| keywords[7].display_name | Perception |
| keywords[8].id | https://openalex.org/keywords/social-psychology |
| keywords[8].score | 0.3603712320327759 |
| keywords[8].display_name | Social psychology |
| keywords[9].id | https://openalex.org/keywords/computer-science |
| keywords[9].score | 0.3310008645057678 |
| keywords[9].display_name | Computer science |
| keywords[10].id | https://openalex.org/keywords/political-science |
| keywords[10].score | 0.1185961365699768 |
| keywords[10].display_name | Political science |
| keywords[11].id | https://openalex.org/keywords/law |
| keywords[11].score | 0.09108364582061768 |
| keywords[11].display_name | Law |
| language | en |
| locations[0].id | doi:10.1145/3555183 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4210183893 |
| locations[0].source.issn | 2573-0142 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 2573-0142 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Proceedings of the ACM on Human-Computer Interaction |
| locations[0].source.host_organization | https://openalex.org/P4310319798 |
| locations[0].source.host_organization_name | Association for Computing Machinery |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310319798 |
| locations[0].source.host_organization_lineage_names | Association for Computing Machinery |
| locations[0].license | cc-by-sa |
| locations[0].pdf_url | https://dl.acm.org/doi/pdf/10.1145/3555183 |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by-sa |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Proceedings of the ACM on Human-Computer Interaction |
| locations[0].landing_page_url | https://doi.org/10.1145/3555183 |
| indexed_in | crossref |
| authorships[0].author.id | https://openalex.org/A5061617456 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-8612-8747 |
| authorships[0].author.display_name | Sanuri Dananja Gunawardena |
| authorships[0].countries | NZ |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I154130895 |
| authorships[0].affiliations[0].raw_affiliation_string | University of Auckland, Auckland, New Zealand |
| authorships[0].institutions[0].id | https://openalex.org/I154130895 |
| authorships[0].institutions[0].ror | https://ror.org/03b94tp07 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I154130895 |
| authorships[0].institutions[0].country_code | NZ |
| authorships[0].institutions[0].display_name | University of Auckland |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Sanuri Dananja Gunawardena |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | University of Auckland, Auckland, New Zealand |
| authorships[1].author.id | https://openalex.org/A5086812532 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-8083-320X |
| authorships[1].author.display_name | Peter Devine |
| authorships[1].countries | NZ |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I154130895 |
| authorships[1].affiliations[0].raw_affiliation_string | University of Auckland, Auckland, New Zealand |
| authorships[1].institutions[0].id | https://openalex.org/I154130895 |
| authorships[1].institutions[0].ror | https://ror.org/03b94tp07 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I154130895 |
| authorships[1].institutions[0].country_code | NZ |
| authorships[1].institutions[0].display_name | University of Auckland |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Peter Devine |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | University of Auckland, Auckland, New Zealand |
| authorships[2].author.id | https://openalex.org/A5045571868 |
| authorships[2].author.orcid | |
| authorships[2].author.display_name | Isabelle Beaumont |
| authorships[2].countries | NZ |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I154130895 |
| authorships[2].affiliations[0].raw_affiliation_string | University of Auckland, Auckland, New Zealand |
| authorships[2].institutions[0].id | https://openalex.org/I154130895 |
| authorships[2].institutions[0].ror | https://ror.org/03b94tp07 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I154130895 |
| authorships[2].institutions[0].country_code | NZ |
| authorships[2].institutions[0].display_name | University of Auckland |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Isabelle Beaumont |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | University of Auckland, Auckland, New Zealand |
| authorships[3].author.id | https://openalex.org/A5018214240 |
| authorships[3].author.orcid | |
| authorships[3].author.display_name | Lola Piper Garden |
| authorships[3].countries | NZ |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I154130895 |
| authorships[3].affiliations[0].raw_affiliation_string | University of Auckland, Auckland, New Zealand |
| authorships[3].institutions[0].id | https://openalex.org/I154130895 |
| authorships[3].institutions[0].ror | https://ror.org/03b94tp07 |
| authorships[3].institutions[0].type | education |
| authorships[3].institutions[0].lineage | https://openalex.org/I154130895 |
| authorships[3].institutions[0].country_code | NZ |
| authorships[3].institutions[0].display_name | University of Auckland |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Lola Piper Garden |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | University of Auckland, Auckland, New Zealand |
| authorships[4].author.id | https://openalex.org/A5052426710 |
| authorships[4].author.orcid | https://orcid.org/0000-0003-3921-9416 |
| authorships[4].author.display_name | Emerson Murphy-Hill |
| authorships[4].countries | US |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I1291425158 |
| authorships[4].affiliations[0].raw_affiliation_string | Google, Mountain View, CA, USA |
| authorships[4].institutions[0].id | https://openalex.org/I1291425158 |
| authorships[4].institutions[0].ror | https://ror.org/00njsd438 |
| authorships[4].institutions[0].type | company |
| authorships[4].institutions[0].lineage | https://openalex.org/I1291425158, https://openalex.org/I4210128969 |
| authorships[4].institutions[0].country_code | US |
| authorships[4].institutions[0].display_name | Google (United States) |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Emerson Murphy-Hill |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Google, Mountain View, CA, USA |
| authorships[5].author.id | https://openalex.org/A5039326697 |
| authorships[5].author.orcid | https://orcid.org/0000-0003-4092-9706 |
| authorships[5].author.display_name | Kelly Blincoe |
| authorships[5].countries | NZ |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I154130895 |
| authorships[5].affiliations[0].raw_affiliation_string | University of Auckland, Auckland, New Zealand |
| authorships[5].institutions[0].id | https://openalex.org/I154130895 |
| authorships[5].institutions[0].ror | https://ror.org/03b94tp07 |
| authorships[5].institutions[0].type | education |
| authorships[5].institutions[0].lineage | https://openalex.org/I154130895 |
| authorships[5].institutions[0].country_code | NZ |
| authorships[5].institutions[0].display_name | University of Auckland |
| authorships[5].author_position | last |
| authorships[5].raw_author_name | Kelly Blincoe |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | University of Auckland, Auckland, New Zealand |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://dl.acm.org/doi/pdf/10.1145/3555183 |
| open_access.oa_status | hybrid |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Destructive Criticism in Software Code Review Impacts Inclusion |
| has_fulltext | True |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10260 |
| primary_topic.field.id | https://openalex.org/fields/17 |
| primary_topic.field.display_name | Computer Science |
| primary_topic.score | 0.9983000159263611 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1710 |
| primary_topic.subfield.display_name | Information Systems |
| primary_topic.display_name | Software Engineering Research |
| related_works | https://openalex.org/W2477297950, https://openalex.org/W146632935, https://openalex.org/W1973335249, https://openalex.org/W4205612550, https://openalex.org/W2759021319, https://openalex.org/W2127866434, https://openalex.org/W2355280620, https://openalex.org/W2112217306, https://openalex.org/W2381986792, https://openalex.org/W3126929388 |
| cited_by_count | 21 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 2 |
| counts_by_year[1].year | 2024 |
| counts_by_year[1].cited_by_count | 10 |
| counts_by_year[2].year | 2023 |
| counts_by_year[2].cited_by_count | 6 |
| counts_by_year[3].year | 2022 |
| counts_by_year[3].cited_by_count | 3 |
| locations_count | 1 |
| best_oa_location.id | doi:10.1145/3555183 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4210183893 |
| best_oa_location.source.issn | 2573-0142 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 2573-0142 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Proceedings of the ACM on Human-Computer Interaction |
| best_oa_location.source.host_organization | https://openalex.org/P4310319798 |
| best_oa_location.source.host_organization_name | Association for Computing Machinery |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310319798 |
| best_oa_location.source.host_organization_lineage_names | Association for Computing Machinery |
| best_oa_location.license | cc-by-sa |
| best_oa_location.pdf_url | https://dl.acm.org/doi/pdf/10.1145/3555183 |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by-sa |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Proceedings of the ACM on Human-Computer Interaction |
| best_oa_location.landing_page_url | https://doi.org/10.1145/3555183 |
| primary_location.id | doi:10.1145/3555183 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4210183893 |
| primary_location.source.issn | 2573-0142 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 2573-0142 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Proceedings of the ACM on Human-Computer Interaction |
| primary_location.source.host_organization | https://openalex.org/P4310319798 |
| primary_location.source.host_organization_name | Association for Computing Machinery |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310319798 |
| primary_location.source.host_organization_lineage_names | Association for Computing Machinery |
| primary_location.license | cc-by-sa |
| primary_location.pdf_url | https://dl.acm.org/doi/pdf/10.1145/3555183 |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by-sa |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Proceedings of the ACM on Human-Computer Interaction |
| primary_location.landing_page_url | https://doi.org/10.1145/3555183 |
| publication_date | 2022-11-07 |
| publication_year | 2022 |
| referenced_works | https://openalex.org/W1965639286, https://openalex.org/W4235786747, https://openalex.org/W2101310351, https://openalex.org/W1973638302, https://openalex.org/W1899857608, https://openalex.org/W2010321946, https://openalex.org/W2413171555, https://openalex.org/W1969944957, https://openalex.org/W2407835699, https://openalex.org/W4293872928, https://openalex.org/W2124100711, https://openalex.org/W3121638904, https://openalex.org/W2102125364, https://openalex.org/W2213700299, https://openalex.org/W2136421959, https://openalex.org/W2110357361, https://openalex.org/W3090254769, https://openalex.org/W2949785398, https://openalex.org/W2955821506, https://openalex.org/W4244201673, https://openalex.org/W2727177317, https://openalex.org/W26448575, https://openalex.org/W2578028861, https://openalex.org/W2733560047, https://openalex.org/W4309618999, https://openalex.org/W2043223258, https://openalex.org/W2160674918, https://openalex.org/W2930858721, https://openalex.org/W2733078680, https://openalex.org/W2085015132, https://openalex.org/W2109225725, https://openalex.org/W4249127983, https://openalex.org/W2109833343, https://openalex.org/W2903957153, https://openalex.org/W3090115945, https://openalex.org/W2126848133, https://openalex.org/W2899038748, https://openalex.org/W2808429234, https://openalex.org/W2954893651, https://openalex.org/W3123988868, https://openalex.org/W2603119212, https://openalex.org/W2955621285, https://openalex.org/W2406986017, https://openalex.org/W1519052312, https://openalex.org/W3030475425, https://openalex.org/W4231988426, https://openalex.org/W2898980009, https://openalex.org/W2600079720, https://openalex.org/W2202473840, https://openalex.org/W4211028057, https://openalex.org/W2091376853, https://openalex.org/W2946127223, https://openalex.org/W2177797324, https://openalex.org/W3104057366, https://openalex.org/W4300870773, https://openalex.org/W3081764108, https://openalex.org/W4301958689, https://openalex.org/W2030605820, https://openalex.org/W4232230895, https://openalex.org/W4230006823, https://openalex.org/W1423289960, https://openalex.org/W1966114254 |
| referenced_works_count | 62 |
| abstract_inverted_index.a | 11, 39, 56, 180, 202 |
| abstract_inverted_index.93 | 84 |
| abstract_inverted_index.In | 34, 107 |
| abstract_inverted_index.We | 69, 82, 133 |
| abstract_inverted_index.as | 121, 123, 145 |
| abstract_inverted_index.be | 201 |
| abstract_inverted_index.in | 23, 32, 47, 72, 187, 197, 212 |
| abstract_inverted_index.is | 15, 55, 60, 66, 164 |
| abstract_inverted_index.of | 77, 171, 208 |
| abstract_inverted_index.on | 114, 137 |
| abstract_inverted_index.or | 104 |
| abstract_inverted_index.to | 16, 43, 90, 99, 152, 205 |
| abstract_inverted_index.we | 37 |
| abstract_inverted_index.(or | 93 |
| abstract_inverted_index.Our | 191 |
| abstract_inverted_index.The | 0 |
| abstract_inverted_index.and | 63, 75, 129, 148, 178 |
| abstract_inverted_index.are | 29, 97, 149 |
| abstract_inverted_index.has | 8 |
| abstract_inverted_index.the | 109, 124, 156, 188, 206, 213 |
| abstract_inverted_index.use | 38 |
| abstract_inverted_index.code | 49, 53, 59, 119, 198 |
| abstract_inverted_index.give | 128 |
| abstract_inverted_index.half | 170 |
| abstract_inverted_index.have | 19 |
| abstract_inverted_index.lack | 207 |
| abstract_inverted_index.lens | 42 |
| abstract_inverted_index.less | 146, 150 |
| abstract_inverted_index.more | 30, 168 |
| abstract_inverted_index.past | 189 |
| abstract_inverted_index.peer | 61 |
| abstract_inverted_index.than | 169 |
| abstract_inverted_index.that | 10, 21, 126, 135, 194 |
| abstract_inverted_index.this | 35 |
| abstract_inverted_index.well | 122 |
| abstract_inverted_index.with | 155, 167 |
| abstract_inverted_index.Women | 141 |
| abstract_inverted_index.after | 158 |
| abstract_inverted_index.asked | 98 |
| abstract_inverted_index.could | 200 |
| abstract_inverted_index.found | 20, 134 |
| abstract_inverted_index.lacks | 3 |
| abstract_inverted_index.often | 67 |
| abstract_inverted_index.toxic | 12 |
| abstract_inverted_index.vary. | 140 |
| abstract_inverted_index.where | 58, 95 |
| abstract_inverted_index.women | 28 |
| abstract_inverted_index.year. | 190 |
| abstract_inverted_index.Recent | 6 |
| abstract_inverted_index.across | 80 |
| abstract_inverted_index.blame. | 17 |
| abstract_inverted_index.common | 166 |
| abstract_inverted_index.during | 117 |
| abstract_inverted_index.either | 102 |
| abstract_inverted_index.factor | 204 |
| abstract_inverted_index.fairly | 165 |
| abstract_inverted_index.gender | 4, 45, 209 |
| abstract_inverted_index.having | 173, 182 |
| abstract_inverted_index.impact | 76 |
| abstract_inverted_index.nearly | 179 |
| abstract_inverted_index.review | 50, 54, 120, 199 |
| abstract_inverted_index.study, | 36 |
| abstract_inverted_index.survey | 110 |
| abstract_inverted_index.Studies | 18 |
| abstract_inverted_index.culture | 14 |
| abstract_inverted_index.examine | 44 |
| abstract_inverted_index.explore | 70 |
| abstract_inverted_index.general | 112 |
| abstract_inverted_index.imagine | 100 |
| abstract_inverted_index.quarter | 181 |
| abstract_inverted_index.receive | 130 |
| abstract_inverted_index.results | 192 |
| abstract_inverted_index.suggest | 193 |
| abstract_inverted_index.towards | 27 |
| abstract_inverted_index.working | 13, 154 |
| abstract_inverted_index.Software | 52 |
| abstract_inverted_index.continue | 153 |
| abstract_inverted_index.directed | 26 |
| abstract_inverted_index.feedback | 65, 115, 177, 186 |
| abstract_inverted_index.genders. | 81 |
| abstract_inverted_index.general. | 33 |
| abstract_inverted_index.industry | 2 |
| abstract_inverted_index.negative | 31, 64, 176, 185 |
| abstract_inverted_index.observed | 211 |
| abstract_inverted_index.obtained | 116 |
| abstract_inverted_index.opinions | 113, 136 |
| abstract_inverted_index.perceive | 142 |
| abstract_inverted_index.practice | 57 |
| abstract_inverted_index.received | 174, 183 |
| abstract_inverted_index.research | 7 |
| abstract_inverted_index.reviewed | 62 |
| abstract_inverted_index.software | 1, 24, 48, 85, 118, 214 |
| abstract_inverted_index.surveyed | 83 |
| abstract_inverted_index.addition, | 108 |
| abstract_inverted_index.collected | 111 |
| abstract_inverted_index.criticism | 41, 79, 139, 144, 163, 196 |
| abstract_inverted_index.developer | 157 |
| abstract_inverted_index.diversity | 210 |
| abstract_inverted_index.eliciting | 87 |
| abstract_inverted_index.feedback. | 51 |
| abstract_inverted_index.frequency | 125 |
| abstract_inverted_index.industry. | 215 |
| abstract_inverted_index.motivated | 151 |
| abstract_inverted_index.perceived | 88 |
| abstract_inverted_index.reactions | 89 |
| abstract_inverted_index.receiving | 101, 159 |
| abstract_inverted_index.scenarios | 92 |
| abstract_inverted_index.suggested | 9 |
| abstract_inverted_index.criticism. | 106, 132, 161 |
| abstract_inverted_index.delivered. | 68 |
| abstract_inverted_index.diversity. | 5 |
| abstract_inverted_index.frequency, | 74 |
| abstract_inverted_index.vignettes) | 94 |
| abstract_inverted_index.Destructive | 162 |
| abstract_inverted_index.appropriate | 147 |
| abstract_inverted_index.destructive | 40, 78, 105, 131, 138, 143, 160, 195 |
| abstract_inverted_index.differences | 46, 71 |
| abstract_inverted_index.nonspecific | 175 |
| abstract_inverted_index.respondents | 172 |
| abstract_inverted_index.constructive | 103 |
| abstract_inverted_index.contributing | 203 |
| abstract_inverted_index.hypothetical | 91 |
| abstract_inverted_index.participants | 96, 127 |
| abstract_inverted_index.perceptions, | 73 |
| abstract_inverted_index.repositories | 25 |
| abstract_inverted_index.inconsiderate | 184 |
| abstract_inverted_index.practitioners | 86 |
| abstract_inverted_index.communications | 22 |
| cited_by_percentile_year.max | 99 |
| cited_by_percentile_year.min | 95 |
| countries_distinct_count | 2 |
| institutions_distinct_count | 6 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/5 |
| sustainable_development_goals[0].score | 0.5099999904632568 |
| sustainable_development_goals[0].display_name | Gender equality |
| citation_normalized_percentile.value | 0.96919496 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |