AI in research methodology

This paper explores the transformative impact of Generative Artificial Intelligence (GenAI) on scientific research methodology. It contrasts the traditional linear research approach with emerging AI-driven paradigms, highlighting the closed-loop automation demonstrated by frameworks like DOLPHIN. We...

Descripción completa

Detalles Bibliográficos
Autor: Vilasis-Cardona, Xavier
Tipo de recurso: artículo
Fecha de publicación:2026
País:España
Institución:Universitat Ramon Llull (URL)
Repositorio:DAU Arxiu Digital de la Universitat Ramon Llull
OAI Identifier:oai:dnet:dau_________::c9e6e3ba6f0029392b3ab1af1de45129
Acceso en línea:http://hdl.handle.net/20.500.14342/6214
Access Level:acceso abierto
Palabra clave:Generative AI
Research methodology
00
004
id ES_cd7a585fca3e4fe983f065847a4e4fa4
oai_identifier_str oai:dnet:dau_________::c9e6e3ba6f0029392b3ab1af1de45129
network_acronym_str ES
network_name_str España
repository_id_str
spelling AI in research methodologyVilasis-Cardona, XavierGenerative AIResearch methodology00004This paper explores the transformative impact of Generative Artificial Intelligence (GenAI) on scientific research methodology. It contrasts the traditional linear research approach with emerging AI-driven paradigms, highlighting the closed-loop automation demonstrated by frameworks like DOLPHIN. We identify five primary use cases for GenAI in science—Literature Review, Gap Finding, Hypothesis Generation, Research Question Refinement, and the Socratic Opponent—and analyze four key tools (Elicit, ResearchRabbit, Scite, Consensus) facilitating these tasks. Finally, we address critical risks such as hallucinations and methodological monoculture, alongside the strategic perspective of the European Commission regarding AI in science.info:eu-repo/semantics/publishedVersionLa Salle Campus Barcelona - Universitat Ramon LlullUniversitat Ramon Llull. La Salle2026202620262026info:eu-repo/semantics/article2 p.application/pdfhttp://hdl.handle.net/20.500.14342/6214reponame:DAU Arxiu Digital de la Universitat Ramon Llullinstname:Universitat Ramon Llull (URL)InglésActes de la 6a Jornada de Recerca, Docència i Innovació Docent© L'autor/aAttribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessoai:dnet:dau_________::c9e6e3ba6f0029392b3ab1af1de451292026-06-21T06:40:37Z
dc.title.none.fl_str_mv AI in research methodology
title AI in research methodology
spellingShingle AI in research methodology
Vilasis-Cardona, Xavier
Generative AI
Research methodology
00
004
title_short AI in research methodology
title_full AI in research methodology
title_fullStr AI in research methodology
title_full_unstemmed AI in research methodology
title_sort AI in research methodology
dc.creator.none.fl_str_mv Vilasis-Cardona, Xavier
author Vilasis-Cardona, Xavier
author_facet Vilasis-Cardona, Xavier
author_role author
dc.contributor.none.fl_str_mv Universitat Ramon Llull. La Salle
dc.subject.none.fl_str_mv Generative AI
Research methodology
00
004
topic Generative AI
Research methodology
00
004
description This paper explores the transformative impact of Generative Artificial Intelligence (GenAI) on scientific research methodology. It contrasts the traditional linear research approach with emerging AI-driven paradigms, highlighting the closed-loop automation demonstrated by frameworks like DOLPHIN. We identify five primary use cases for GenAI in science—Literature Review, Gap Finding, Hypothesis Generation, Research Question Refinement, and the Socratic Opponent—and analyze four key tools (Elicit, ResearchRabbit, Scite, Consensus) facilitating these tasks. Finally, we address critical risks such as hallucinations and methodological monoculture, alongside the strategic perspective of the European Commission regarding AI in science.
publishDate 2026
dc.date.none.fl_str_mv 2026
2026
2026
2026
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv http://hdl.handle.net/20.500.14342/6214
url http://hdl.handle.net/20.500.14342/6214
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv Actes de la 6a Jornada de Recerca, Docència i Innovació Docent
dc.rights.none.fl_str_mv © L'autor/a
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv © L'autor/a
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 2 p.
application/pdf
dc.publisher.none.fl_str_mv La Salle Campus Barcelona - Universitat Ramon Llull
publisher.none.fl_str_mv La Salle Campus Barcelona - Universitat Ramon Llull
dc.source.none.fl_str_mv reponame:DAU Arxiu Digital de la Universitat Ramon Llull
instname:Universitat Ramon Llull (URL)
instname_str Universitat Ramon Llull (URL)
reponame_str DAU Arxiu Digital de la Universitat Ramon Llull
collection DAU Arxiu Digital de la Universitat Ramon Llull
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1869419858198790144
score 15.812455

Similares en LA Referencia