Maintaining transient diversity is a general principle for improving collective problem solving Article Swipe
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.31235/osf.io/ykrv5
Humans regularly solve complex problems in cooperative teams. A wide range of mechanisms have been identified that improve the quality of solutions achieved by those teams upon reaching consensus. We argue that many of these mechanisms work via increasing the transient diversity of solutions while the group attempts to reach a consensus. These mechanisms can operate at the level of individual psychology (e.g., behavioral inertia), interpersonal communication (e.g., transmission noise), or group structure (e.g., sparse social networks). Transient diversity can be increased by widening the search space of possible solutions or by slowing the diffusion of information and delaying consensus. All of these mechanisms increase the quality of the solution at the cost of increased time to reach it. We review specific mechanisms that facilitate transient diversity and synthesize evidence from both empirical studies and diverse formal models—including multi-armed bandits, NK landscapes, cumulative innovation models, and evolutionary transmission models. Apparent exceptions to this principle occur primarily when problems are sufficiently simple that they can be solved by mere trial and error, or when the incentives of team members are insufficiently aligned. This work has implications for our understanding of collective intelligence, problem solving, innovation, and cumulative cultural evolution.
Related Topics
- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.31235/osf.io/ykrv5
- https://osf.io/ykrv5/download
- OA Status
- gold
- Cited By
- 9
- References
- 65
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4306965362
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4306965362Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.31235/osf.io/ykrv5Digital Object Identifier
- Title
-
Maintaining transient diversity is a general principle for improving collective problem solvingWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2022Year of publication
- Publication date
-
2022-10-20Full publication date if available
- Authors
-
Paul E. Smaldino, Cody James Moser, Alejandro Pérez Velilla, Mikkel WerlingList of authors in order
- Landing page
-
https://doi.org/10.31235/osf.io/ykrv5Publisher landing page
- PDF URL
-
https://osf.io/ykrv5/downloadDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://osf.io/ykrv5/downloadDirect OA link when available
- Concepts
-
Diversity (politics), Transient (computer programming), Computer science, Interpersonal communication, Incentive, Quality (philosophy), Work (physics), Management science, Cultural transmission in animals, Knowledge management, Microeconomics, Psychology, Social psychology, Sociology, Economics, Epistemology, Physics, Philosophy, Anthropology, Operating system, Genetics, Biology, ThermodynamicsTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
9Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 1, 2023: 7, 2022: 1Per-year citation counts (last 5 years)
- References (count)
-
65Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4306965362 |
|---|---|
| doi | https://doi.org/10.31235/osf.io/ykrv5 |
| ids.doi | https://doi.org/10.31235/osf.io/ykrv5 |
| ids.openalex | https://openalex.org/W4306965362 |
| fwci | 4.34838871 |
| type | preprint |
| title | Maintaining transient diversity is a general principle for improving collective problem solving |
| biblio.issue | |
| biblio.volume | |
| biblio.last_page | |
| biblio.first_page | |
| topics[0].id | https://openalex.org/T11252 |
| topics[0].field.id | https://openalex.org/fields/33 |
| topics[0].field.display_name | Social Sciences |
| topics[0].score | 0.9854000210762024 |
| topics[0].domain.id | https://openalex.org/domains/2 |
| topics[0].domain.display_name | Social Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/3312 |
| topics[0].subfield.display_name | Sociology and Political Science |
| topics[0].display_name | Evolutionary Game Theory and Cooperation |
| topics[1].id | https://openalex.org/T12090 |
| topics[1].field.id | https://openalex.org/fields/33 |
| topics[1].field.display_name | Social Sciences |
| topics[1].score | 0.9715999960899353 |
| topics[1].domain.id | https://openalex.org/domains/2 |
| topics[1].domain.display_name | Social Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/3316 |
| topics[1].subfield.display_name | Cultural Studies |
| topics[1].display_name | Language and cultural evolution |
| topics[2].id | https://openalex.org/T11975 |
| topics[2].field.id | https://openalex.org/fields/17 |
| topics[2].field.display_name | Computer Science |
| topics[2].score | 0.9129999876022339 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1702 |
| topics[2].subfield.display_name | Artificial Intelligence |
| topics[2].display_name | Evolutionary Algorithms and Applications |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C2781316041 |
| concepts[0].level | 2 |
| concepts[0].score | 0.6805527806282043 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q1230584 |
| concepts[0].display_name | Diversity (politics) |
| concepts[1].id | https://openalex.org/C2780799671 |
| concepts[1].level | 2 |
| concepts[1].score | 0.6007811427116394 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q17087362 |
| concepts[1].display_name | Transient (computer programming) |
| concepts[2].id | https://openalex.org/C41008148 |
| concepts[2].level | 0 |
| concepts[2].score | 0.5641835927963257 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[2].display_name | Computer science |
| concepts[3].id | https://openalex.org/C164850336 |
| concepts[3].level | 2 |
| concepts[3].score | 0.522874116897583 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q3685487 |
| concepts[3].display_name | Interpersonal communication |
| concepts[4].id | https://openalex.org/C29122968 |
| concepts[4].level | 2 |
| concepts[4].score | 0.47492724657058716 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q1414816 |
| concepts[4].display_name | Incentive |
| concepts[5].id | https://openalex.org/C2779530757 |
| concepts[5].level | 2 |
| concepts[5].score | 0.4530985355377197 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q1207505 |
| concepts[5].display_name | Quality (philosophy) |
| concepts[6].id | https://openalex.org/C18762648 |
| concepts[6].level | 2 |
| concepts[6].score | 0.4398890435695648 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q42213 |
| concepts[6].display_name | Work (physics) |
| concepts[7].id | https://openalex.org/C539667460 |
| concepts[7].level | 1 |
| concepts[7].score | 0.4294901490211487 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q2414942 |
| concepts[7].display_name | Management science |
| concepts[8].id | https://openalex.org/C32433346 |
| concepts[8].level | 2 |
| concepts[8].score | 0.42266497015953064 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q3007160 |
| concepts[8].display_name | Cultural transmission in animals |
| concepts[9].id | https://openalex.org/C56739046 |
| concepts[9].level | 1 |
| concepts[9].score | 0.33403974771499634 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q192060 |
| concepts[9].display_name | Knowledge management |
| concepts[10].id | https://openalex.org/C175444787 |
| concepts[10].level | 1 |
| concepts[10].score | 0.2981230616569519 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q39072 |
| concepts[10].display_name | Microeconomics |
| concepts[11].id | https://openalex.org/C15744967 |
| concepts[11].level | 0 |
| concepts[11].score | 0.2834275960922241 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q9418 |
| concepts[11].display_name | Psychology |
| concepts[12].id | https://openalex.org/C77805123 |
| concepts[12].level | 1 |
| concepts[12].score | 0.23335573077201843 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q161272 |
| concepts[12].display_name | Social psychology |
| concepts[13].id | https://openalex.org/C144024400 |
| concepts[13].level | 0 |
| concepts[13].score | 0.20736312866210938 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q21201 |
| concepts[13].display_name | Sociology |
| concepts[14].id | https://openalex.org/C162324750 |
| concepts[14].level | 0 |
| concepts[14].score | 0.17055979371070862 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q8134 |
| concepts[14].display_name | Economics |
| concepts[15].id | https://openalex.org/C111472728 |
| concepts[15].level | 1 |
| concepts[15].score | 0.14211603999137878 |
| concepts[15].wikidata | https://www.wikidata.org/wiki/Q9471 |
| concepts[15].display_name | Epistemology |
| concepts[16].id | https://openalex.org/C121332964 |
| concepts[16].level | 0 |
| concepts[16].score | 0.12966176867485046 |
| concepts[16].wikidata | https://www.wikidata.org/wiki/Q413 |
| concepts[16].display_name | Physics |
| concepts[17].id | https://openalex.org/C138885662 |
| concepts[17].level | 0 |
| concepts[17].score | 0.0 |
| concepts[17].wikidata | https://www.wikidata.org/wiki/Q5891 |
| concepts[17].display_name | Philosophy |
| concepts[18].id | https://openalex.org/C19165224 |
| concepts[18].level | 1 |
| concepts[18].score | 0.0 |
| concepts[18].wikidata | https://www.wikidata.org/wiki/Q23404 |
| concepts[18].display_name | Anthropology |
| concepts[19].id | https://openalex.org/C111919701 |
| concepts[19].level | 1 |
| concepts[19].score | 0.0 |
| concepts[19].wikidata | https://www.wikidata.org/wiki/Q9135 |
| concepts[19].display_name | Operating system |
| concepts[20].id | https://openalex.org/C54355233 |
| concepts[20].level | 1 |
| concepts[20].score | 0.0 |
| concepts[20].wikidata | https://www.wikidata.org/wiki/Q7162 |
| concepts[20].display_name | Genetics |
| concepts[21].id | https://openalex.org/C86803240 |
| concepts[21].level | 0 |
| concepts[21].score | 0.0 |
| concepts[21].wikidata | https://www.wikidata.org/wiki/Q420 |
| concepts[21].display_name | Biology |
| concepts[22].id | https://openalex.org/C97355855 |
| concepts[22].level | 1 |
| concepts[22].score | 0.0 |
| concepts[22].wikidata | https://www.wikidata.org/wiki/Q11473 |
| concepts[22].display_name | Thermodynamics |
| keywords[0].id | https://openalex.org/keywords/diversity |
| keywords[0].score | 0.6805527806282043 |
| keywords[0].display_name | Diversity (politics) |
| keywords[1].id | https://openalex.org/keywords/transient |
| keywords[1].score | 0.6007811427116394 |
| keywords[1].display_name | Transient (computer programming) |
| keywords[2].id | https://openalex.org/keywords/computer-science |
| keywords[2].score | 0.5641835927963257 |
| keywords[2].display_name | Computer science |
| keywords[3].id | https://openalex.org/keywords/interpersonal-communication |
| keywords[3].score | 0.522874116897583 |
| keywords[3].display_name | Interpersonal communication |
| keywords[4].id | https://openalex.org/keywords/incentive |
| keywords[4].score | 0.47492724657058716 |
| keywords[4].display_name | Incentive |
| keywords[5].id | https://openalex.org/keywords/quality |
| keywords[5].score | 0.4530985355377197 |
| keywords[5].display_name | Quality (philosophy) |
| keywords[6].id | https://openalex.org/keywords/work |
| keywords[6].score | 0.4398890435695648 |
| keywords[6].display_name | Work (physics) |
| keywords[7].id | https://openalex.org/keywords/management-science |
| keywords[7].score | 0.4294901490211487 |
| keywords[7].display_name | Management science |
| keywords[8].id | https://openalex.org/keywords/cultural-transmission-in-animals |
| keywords[8].score | 0.42266497015953064 |
| keywords[8].display_name | Cultural transmission in animals |
| keywords[9].id | https://openalex.org/keywords/knowledge-management |
| keywords[9].score | 0.33403974771499634 |
| keywords[9].display_name | Knowledge management |
| keywords[10].id | https://openalex.org/keywords/microeconomics |
| keywords[10].score | 0.2981230616569519 |
| keywords[10].display_name | Microeconomics |
| keywords[11].id | https://openalex.org/keywords/psychology |
| keywords[11].score | 0.2834275960922241 |
| keywords[11].display_name | Psychology |
| keywords[12].id | https://openalex.org/keywords/social-psychology |
| keywords[12].score | 0.23335573077201843 |
| keywords[12].display_name | Social psychology |
| keywords[13].id | https://openalex.org/keywords/sociology |
| keywords[13].score | 0.20736312866210938 |
| keywords[13].display_name | Sociology |
| keywords[14].id | https://openalex.org/keywords/economics |
| keywords[14].score | 0.17055979371070862 |
| keywords[14].display_name | Economics |
| keywords[15].id | https://openalex.org/keywords/epistemology |
| keywords[15].score | 0.14211603999137878 |
| keywords[15].display_name | Epistemology |
| keywords[16].id | https://openalex.org/keywords/physics |
| keywords[16].score | 0.12966176867485046 |
| keywords[16].display_name | Physics |
| language | en |
| locations[0].id | doi:10.31235/osf.io/ykrv5 |
| locations[0].is_oa | True |
| locations[0].source | |
| locations[0].license | cc-by |
| locations[0].pdf_url | https://osf.io/ykrv5/download |
| locations[0].version | acceptedVersion |
| locations[0].raw_type | posted-content |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | False |
| locations[0].raw_source_name | |
| locations[0].landing_page_url | https://doi.org/10.31235/osf.io/ykrv5 |
| locations[1].id | pmh:oai:share.osf.io:60562231-8aca-4faf-a45f-97155e72060a |
| locations[1].is_oa | True |
| locations[1].source.id | https://openalex.org/S4306400047 |
| 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 | Arabixiv (OSF Preprints) |
| locations[1].source.host_organization | https://openalex.org/I2799848540 |
| locations[1].source.host_organization_name | Center for Open Science |
| locations[1].source.host_organization_lineage | https://openalex.org/I2799848540 |
| locations[1].license | cc-by |
| locations[1].pdf_url | |
| locations[1].version | submittedVersion |
| locations[1].raw_type | Preprint |
| locations[1].license_id | https://openalex.org/licenses/cc-by |
| locations[1].is_accepted | False |
| locations[1].is_published | False |
| locations[1].raw_source_name | |
| locations[1].landing_page_url | https://osf.io/ykrv5 |
| locations[2].id | pmh:oai:share.osf.io:E01CF-581-288 |
| locations[2].is_oa | False |
| locations[2].source.id | https://openalex.org/S4306400047 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | Arabixiv (OSF Preprints) |
| locations[2].source.host_organization | https://openalex.org/I2799848540 |
| locations[2].source.host_organization_name | Center for Open Science |
| locations[2].source.host_organization_lineage | https://openalex.org/I2799848540 |
| locations[2].license | |
| locations[2].pdf_url | |
| locations[2].version | submittedVersion |
| locations[2].raw_type | preprint |
| locations[2].license_id | |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | |
| locations[2].landing_page_url | http://doi.org/10.31235/OSF.IO/YKRV5 |
| indexed_in | crossref |
| authorships[0].author.id | https://openalex.org/A5020901777 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-7133-5620 |
| authorships[0].author.display_name | Paul E. Smaldino |
| authorships[0].countries | US |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I1308548392 |
| authorships[0].affiliations[0].raw_affiliation_string | Santa Fe Institute |
| authorships[0].affiliations[1].institution_ids | https://openalex.org/I156087764 |
| authorships[0].affiliations[1].raw_affiliation_string | Department of Cognitive & Information Sciences, University of California, Merced |
| authorships[0].institutions[0].id | https://openalex.org/I1308548392 |
| authorships[0].institutions[0].ror | https://ror.org/01arysc35 |
| authorships[0].institutions[0].type | nonprofit |
| authorships[0].institutions[0].lineage | https://openalex.org/I1308548392 |
| authorships[0].institutions[0].country_code | US |
| authorships[0].institutions[0].display_name | Santa Fe Institute |
| authorships[0].institutions[1].id | https://openalex.org/I156087764 |
| authorships[0].institutions[1].ror | https://ror.org/00d9ah105 |
| authorships[0].institutions[1].type | education |
| authorships[0].institutions[1].lineage | https://openalex.org/I156087764 |
| authorships[0].institutions[1].country_code | US |
| authorships[0].institutions[1].display_name | University of California, Merced |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Paul E. Smaldino |
| authorships[0].is_corresponding | True |
| authorships[0].raw_affiliation_strings | Department of Cognitive & Information Sciences, University of California, Merced, Santa Fe Institute |
| authorships[1].author.id | https://openalex.org/A5062862706 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-5068-0740 |
| authorships[1].author.display_name | Cody James Moser |
| authorships[1].countries | US |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I156087764 |
| authorships[1].affiliations[0].raw_affiliation_string | Department of Cognitive & Information Sciences, University of California, Merced |
| authorships[1].institutions[0].id | https://openalex.org/I156087764 |
| authorships[1].institutions[0].ror | https://ror.org/00d9ah105 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I156087764 |
| authorships[1].institutions[0].country_code | US |
| authorships[1].institutions[0].display_name | University of California, Merced |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Cody James Moser |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Department of Cognitive & Information Sciences, University of California, Merced |
| authorships[2].author.id | https://openalex.org/A5054880690 |
| authorships[2].author.orcid | |
| authorships[2].author.display_name | Alejandro Pérez Velilla |
| authorships[2].countries | US |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I156087764 |
| authorships[2].affiliations[0].raw_affiliation_string | Department of Cognitive & Information Sciences, University of California, Merced |
| authorships[2].institutions[0].id | https://openalex.org/I156087764 |
| authorships[2].institutions[0].ror | https://ror.org/00d9ah105 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I156087764 |
| authorships[2].institutions[0].country_code | US |
| authorships[2].institutions[0].display_name | University of California, Merced |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Alejandro Pérez Velilla |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Department of Cognitive & Information Sciences, University of California, Merced |
| authorships[3].author.id | https://openalex.org/A5066893056 |
| authorships[3].author.orcid | |
| authorships[3].author.display_name | Mikkel Werling |
| authorships[3].countries | DK, US |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I204337017 |
| authorships[3].affiliations[0].raw_affiliation_string | Interacting Minds Centre, Aarhus University |
| authorships[3].affiliations[1].institution_ids | https://openalex.org/I156087764 |
| authorships[3].affiliations[1].raw_affiliation_string | Department of Cognitive & Information Sciences, University of California, Merced |
| authorships[3].institutions[0].id | https://openalex.org/I204337017 |
| authorships[3].institutions[0].ror | https://ror.org/01aj84f44 |
| authorships[3].institutions[0].type | education |
| authorships[3].institutions[0].lineage | https://openalex.org/I204337017 |
| authorships[3].institutions[0].country_code | DK |
| authorships[3].institutions[0].display_name | Aarhus University |
| authorships[3].institutions[1].id | https://openalex.org/I156087764 |
| authorships[3].institutions[1].ror | https://ror.org/00d9ah105 |
| authorships[3].institutions[1].type | education |
| authorships[3].institutions[1].lineage | https://openalex.org/I156087764 |
| authorships[3].institutions[1].country_code | US |
| authorships[3].institutions[1].display_name | University of California, Merced |
| authorships[3].author_position | last |
| authorships[3].raw_author_name | Mikkel Werling |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | Department of Cognitive & Information Sciences, University of California, Merced, Interacting Minds Centre, Aarhus University |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://osf.io/ykrv5/download |
| open_access.oa_status | gold |
| open_access.any_repository_has_fulltext | False |
| created_date | 2022-10-21T00:00:00 |
| display_name | Maintaining transient diversity is a general principle for improving collective problem solving |
| has_fulltext | True |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T11252 |
| primary_topic.field.id | https://openalex.org/fields/33 |
| primary_topic.field.display_name | Social Sciences |
| primary_topic.score | 0.9854000210762024 |
| primary_topic.domain.id | https://openalex.org/domains/2 |
| primary_topic.domain.display_name | Social Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/3312 |
| primary_topic.subfield.display_name | Sociology and Political Science |
| primary_topic.display_name | Evolutionary Game Theory and Cooperation |
| related_works | https://openalex.org/W1589252962, https://openalex.org/W2367468089, https://openalex.org/W2098133976, https://openalex.org/W2358591856, https://openalex.org/W2347416728, https://openalex.org/W2215702767, https://openalex.org/W4317371977, https://openalex.org/W2567150521, https://openalex.org/W2380969787, https://openalex.org/W2378365076 |
| cited_by_count | 9 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 1 |
| counts_by_year[1].year | 2023 |
| counts_by_year[1].cited_by_count | 7 |
| counts_by_year[2].year | 2022 |
| counts_by_year[2].cited_by_count | 1 |
| locations_count | 3 |
| best_oa_location.id | doi:10.31235/osf.io/ykrv5 |
| best_oa_location.is_oa | True |
| best_oa_location.source | |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | https://osf.io/ykrv5/download |
| best_oa_location.version | acceptedVersion |
| best_oa_location.raw_type | posted-content |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | False |
| best_oa_location.raw_source_name | |
| best_oa_location.landing_page_url | https://doi.org/10.31235/osf.io/ykrv5 |
| primary_location.id | doi:10.31235/osf.io/ykrv5 |
| primary_location.is_oa | True |
| primary_location.source | |
| primary_location.license | cc-by |
| primary_location.pdf_url | https://osf.io/ykrv5/download |
| primary_location.version | acceptedVersion |
| primary_location.raw_type | posted-content |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | False |
| primary_location.raw_source_name | |
| primary_location.landing_page_url | https://doi.org/10.31235/osf.io/ykrv5 |
| publication_date | 2022-10-20 |
| publication_year | 2022 |
| referenced_works | https://openalex.org/W2914356797, https://openalex.org/W6763781995, https://openalex.org/W6658767536, https://openalex.org/W2409848655, https://openalex.org/W6656782430, https://openalex.org/W3211038451, https://openalex.org/W6980851464, https://openalex.org/W3112340177, https://openalex.org/W6843109707, https://openalex.org/W6666533934, https://openalex.org/W2294055536, https://openalex.org/W6757239298, https://openalex.org/W2288242710, https://openalex.org/W2785722028, https://openalex.org/W1984490653, https://openalex.org/W2166401620, https://openalex.org/W4206374407, https://openalex.org/W2019988542, https://openalex.org/W6842307157, https://openalex.org/W4205430332, https://openalex.org/W6651668432, https://openalex.org/W2157581667, https://openalex.org/W2986900343, https://openalex.org/W6670055967, https://openalex.org/W2165437098, https://openalex.org/W2159907417, https://openalex.org/W6674115994, https://openalex.org/W2158392329, https://openalex.org/W2053566235, https://openalex.org/W2115638724, https://openalex.org/W1969857637, https://openalex.org/W2797686506, https://openalex.org/W6651774996, https://openalex.org/W6674639391, https://openalex.org/W6684164944, https://openalex.org/W6644412392, https://openalex.org/W2164284962, https://openalex.org/W6674726422, https://openalex.org/W6678262519, https://openalex.org/W6638529079, https://openalex.org/W2964949954, https://openalex.org/W2088675960, https://openalex.org/W4319265481, https://openalex.org/W6684499472, https://openalex.org/W6992926556, https://openalex.org/W4280547462, https://openalex.org/W2038900621, https://openalex.org/W6822746019, https://openalex.org/W2169935170, https://openalex.org/W4247827174, https://openalex.org/W4405075026, https://openalex.org/W2130121816, https://openalex.org/W2153691814, https://openalex.org/W2028798910, https://openalex.org/W4307458579, https://openalex.org/W7074114169, https://openalex.org/W2325340915, https://openalex.org/W3202700500, https://openalex.org/W2568692205, https://openalex.org/W3126020961, https://openalex.org/W6669254074, https://openalex.org/W2322975763, https://openalex.org/W4282584177, https://openalex.org/W2075239640, https://openalex.org/W6676059837 |
| referenced_works_count | 65 |
| abstract_inverted_index.A | 8 |
| abstract_inverted_index.a | 50 |
| abstract_inverted_index.NK | 140 |
| abstract_inverted_index.We | 29, 119 |
| abstract_inverted_index.at | 56, 110 |
| abstract_inverted_index.be | 80, 164 |
| abstract_inverted_index.by | 23, 82, 91, 166 |
| abstract_inverted_index.in | 5 |
| abstract_inverted_index.of | 11, 20, 33, 42, 59, 87, 95, 101, 107, 113, 175, 188 |
| abstract_inverted_index.or | 70, 90, 171 |
| abstract_inverted_index.to | 48, 116, 151 |
| abstract_inverted_index.All | 100 |
| abstract_inverted_index.and | 97, 127, 134, 145, 169, 194 |
| abstract_inverted_index.are | 158, 178 |
| abstract_inverted_index.can | 54, 79, 163 |
| abstract_inverted_index.for | 185 |
| abstract_inverted_index.has | 183 |
| abstract_inverted_index.it. | 118 |
| abstract_inverted_index.our | 186 |
| abstract_inverted_index.the | 18, 39, 45, 57, 84, 93, 105, 108, 111, 173 |
| abstract_inverted_index.via | 37 |
| abstract_inverted_index.This | 181 |
| abstract_inverted_index.been | 14 |
| abstract_inverted_index.both | 131 |
| abstract_inverted_index.cost | 112 |
| abstract_inverted_index.from | 130 |
| abstract_inverted_index.have | 13 |
| abstract_inverted_index.many | 32 |
| abstract_inverted_index.mere | 167 |
| abstract_inverted_index.team | 176 |
| abstract_inverted_index.that | 16, 31, 123, 161 |
| abstract_inverted_index.they | 162 |
| abstract_inverted_index.this | 152 |
| abstract_inverted_index.time | 115 |
| abstract_inverted_index.upon | 26 |
| abstract_inverted_index.when | 156, 172 |
| abstract_inverted_index.wide | 9 |
| abstract_inverted_index.work | 36, 182 |
| abstract_inverted_index.These | 52 |
| abstract_inverted_index.argue | 30 |
| abstract_inverted_index.group | 46, 71 |
| abstract_inverted_index.level | 58 |
| abstract_inverted_index.occur | 154 |
| abstract_inverted_index.range | 10 |
| abstract_inverted_index.reach | 49, 117 |
| abstract_inverted_index.solve | 2 |
| abstract_inverted_index.space | 86 |
| abstract_inverted_index.teams | 25 |
| abstract_inverted_index.these | 34, 102 |
| abstract_inverted_index.those | 24 |
| abstract_inverted_index.trial | 168 |
| abstract_inverted_index.while | 44 |
| abstract_inverted_index.(e.g., | 62, 67, 73 |
| abstract_inverted_index.Humans | 0 |
| abstract_inverted_index.error, | 170 |
| abstract_inverted_index.formal | 136 |
| abstract_inverted_index.review | 120 |
| abstract_inverted_index.search | 85 |
| abstract_inverted_index.simple | 160 |
| abstract_inverted_index.social | 75 |
| abstract_inverted_index.solved | 165 |
| abstract_inverted_index.sparse | 74 |
| abstract_inverted_index.teams. | 7 |
| abstract_inverted_index.complex | 3 |
| abstract_inverted_index.diverse | 135 |
| abstract_inverted_index.improve | 17 |
| abstract_inverted_index.members | 177 |
| abstract_inverted_index.models, | 144 |
| abstract_inverted_index.models. | 148 |
| abstract_inverted_index.noise), | 69 |
| abstract_inverted_index.operate | 55 |
| abstract_inverted_index.problem | 191 |
| abstract_inverted_index.quality | 19, 106 |
| abstract_inverted_index.slowing | 92 |
| abstract_inverted_index.studies | 133 |
| abstract_inverted_index.Apparent | 149 |
| abstract_inverted_index.achieved | 22 |
| abstract_inverted_index.aligned. | 180 |
| abstract_inverted_index.attempts | 47 |
| abstract_inverted_index.bandits, | 139 |
| abstract_inverted_index.cultural | 196 |
| abstract_inverted_index.delaying | 98 |
| abstract_inverted_index.evidence | 129 |
| abstract_inverted_index.increase | 104 |
| abstract_inverted_index.possible | 88 |
| abstract_inverted_index.problems | 4, 157 |
| abstract_inverted_index.reaching | 27 |
| abstract_inverted_index.solution | 109 |
| abstract_inverted_index.solving, | 192 |
| abstract_inverted_index.specific | 121 |
| abstract_inverted_index.widening | 83 |
| abstract_inverted_index.Transient | 77 |
| abstract_inverted_index.diffusion | 94 |
| abstract_inverted_index.diversity | 41, 78, 126 |
| abstract_inverted_index.empirical | 132 |
| abstract_inverted_index.increased | 81, 114 |
| abstract_inverted_index.inertia), | 64 |
| abstract_inverted_index.primarily | 155 |
| abstract_inverted_index.principle | 153 |
| abstract_inverted_index.regularly | 1 |
| abstract_inverted_index.solutions | 21, 43, 89 |
| abstract_inverted_index.structure | 72 |
| abstract_inverted_index.transient | 40, 125 |
| abstract_inverted_index.behavioral | 63 |
| abstract_inverted_index.collective | 189 |
| abstract_inverted_index.consensus. | 28, 51, 99 |
| abstract_inverted_index.cumulative | 142, 195 |
| abstract_inverted_index.evolution. | 197 |
| abstract_inverted_index.exceptions | 150 |
| abstract_inverted_index.facilitate | 124 |
| abstract_inverted_index.identified | 15 |
| abstract_inverted_index.incentives | 174 |
| abstract_inverted_index.increasing | 38 |
| abstract_inverted_index.individual | 60 |
| abstract_inverted_index.innovation | 143 |
| abstract_inverted_index.mechanisms | 12, 35, 53, 103, 122 |
| abstract_inverted_index.networks). | 76 |
| abstract_inverted_index.psychology | 61 |
| abstract_inverted_index.synthesize | 128 |
| abstract_inverted_index.cooperative | 6 |
| abstract_inverted_index.information | 96 |
| abstract_inverted_index.innovation, | 193 |
| abstract_inverted_index.landscapes, | 141 |
| abstract_inverted_index.multi-armed | 138 |
| abstract_inverted_index.evolutionary | 146 |
| abstract_inverted_index.implications | 184 |
| abstract_inverted_index.sufficiently | 159 |
| abstract_inverted_index.transmission | 68, 147 |
| abstract_inverted_index.communication | 66 |
| abstract_inverted_index.intelligence, | 190 |
| abstract_inverted_index.interpersonal | 65 |
| abstract_inverted_index.understanding | 187 |
| abstract_inverted_index.insufficiently | 179 |
| abstract_inverted_index.models—including | 137 |
| cited_by_percentile_year.max | 99 |
| cited_by_percentile_year.min | 89 |
| corresponding_author_ids | https://openalex.org/A5020901777 |
| countries_distinct_count | 2 |
| institutions_distinct_count | 4 |
| corresponding_institution_ids | https://openalex.org/I1308548392, https://openalex.org/I156087764 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/9 |
| sustainable_development_goals[0].score | 0.6299999952316284 |
| sustainable_development_goals[0].display_name | Industry, innovation and infrastructure |
| citation_normalized_percentile.value | 0.93049467 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |