Matches in SemOpenAlex for { <https://semopenalex.org/work/W4241993396> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4241993396 abstract "The grammatical structures scholars use to express their assertions are intended to convey various degrees of certainty or speculation. Prior studies have suggested a variety of categorization systems for scholarly certainty; however, these have not been objectively tested for their validity, particularly with respect to representing the interpretation by the reader, rather than the intention of the author. In this study, we use a series of questionnaires to determine how researchers classify various scholarly assertions, using three distinct certainty classification systems. We find that there are three distinct categories of certainty along a spectrum from high to low. We show that these categories can be detected in an automated manner, using a machine learning model, with a cross-validation accuracy of 89.2% relative to an author-annotated corpus, and 82.2% accuracy against a publicly-annotated corpus. This finding provides an opportunity for contextual metadata related to certainty to be captured as a part of text-mining pipelines, which currently miss these subtle linguistic cues. We provide an exemplar machine-accessible representation - a Nanopublication - where certainty category is embedded as metadata in a formal, ontology-based manner within text-mined scholarly assertions." @default.
- W4241993396 created "2022-05-12" @default.
- W4241993396 creator A5021349677 @default.
- W4241993396 creator A5024203789 @default.
- W4241993396 creator A5034245473 @default.
- W4241993396 creator A5043231938 @default.
- W4241993396 creator A5067974158 @default.
- W4241993396 creator A5086141196 @default.
- W4241993396 date "2019-12-20" @default.
- W4241993396 modified "2023-10-01" @default.
- W4241993396 title "Data-driven classification of the certainty of scholarly assertions" @default.
- W4241993396 doi "https://doi.org/10.7287/peerj.preprints.27829" @default.
- W4241993396 hasPublicationYear "2019" @default.
- W4241993396 type Work @default.
- W4241993396 citedByCount "0" @default.
- W4241993396 crossrefType "posted-content" @default.
- W4241993396 hasAuthorship W4241993396A5021349677 @default.
- W4241993396 hasAuthorship W4241993396A5024203789 @default.
- W4241993396 hasAuthorship W4241993396A5034245473 @default.
- W4241993396 hasAuthorship W4241993396A5043231938 @default.
- W4241993396 hasAuthorship W4241993396A5067974158 @default.
- W4241993396 hasAuthorship W4241993396A5086141196 @default.
- W4241993396 hasBestOaLocation W42419933961 @default.
- W4241993396 hasConcept C111472728 @default.
- W4241993396 hasConcept C136197465 @default.
- W4241993396 hasConcept C136764020 @default.
- W4241993396 hasConcept C138885662 @default.
- W4241993396 hasConcept C139719470 @default.
- W4241993396 hasConcept C154945302 @default.
- W4241993396 hasConcept C162324750 @default.
- W4241993396 hasConcept C17744445 @default.
- W4241993396 hasConcept C199360897 @default.
- W4241993396 hasConcept C199539241 @default.
- W4241993396 hasConcept C204321447 @default.
- W4241993396 hasConcept C23123220 @default.
- W4241993396 hasConcept C25810664 @default.
- W4241993396 hasConcept C2776359362 @default.
- W4241993396 hasConcept C41008148 @default.
- W4241993396 hasConcept C47941915 @default.
- W4241993396 hasConcept C527412718 @default.
- W4241993396 hasConcept C7493553 @default.
- W4241993396 hasConcept C93518851 @default.
- W4241993396 hasConcept C94124525 @default.
- W4241993396 hasConcept C94625758 @default.
- W4241993396 hasConceptScore W4241993396C111472728 @default.
- W4241993396 hasConceptScore W4241993396C136197465 @default.
- W4241993396 hasConceptScore W4241993396C136764020 @default.
- W4241993396 hasConceptScore W4241993396C138885662 @default.
- W4241993396 hasConceptScore W4241993396C139719470 @default.
- W4241993396 hasConceptScore W4241993396C154945302 @default.
- W4241993396 hasConceptScore W4241993396C162324750 @default.
- W4241993396 hasConceptScore W4241993396C17744445 @default.
- W4241993396 hasConceptScore W4241993396C199360897 @default.
- W4241993396 hasConceptScore W4241993396C199539241 @default.
- W4241993396 hasConceptScore W4241993396C204321447 @default.
- W4241993396 hasConceptScore W4241993396C23123220 @default.
- W4241993396 hasConceptScore W4241993396C25810664 @default.
- W4241993396 hasConceptScore W4241993396C2776359362 @default.
- W4241993396 hasConceptScore W4241993396C41008148 @default.
- W4241993396 hasConceptScore W4241993396C47941915 @default.
- W4241993396 hasConceptScore W4241993396C527412718 @default.
- W4241993396 hasConceptScore W4241993396C7493553 @default.
- W4241993396 hasConceptScore W4241993396C93518851 @default.
- W4241993396 hasConceptScore W4241993396C94124525 @default.
- W4241993396 hasConceptScore W4241993396C94625758 @default.
- W4241993396 hasLocation W42419933961 @default.
- W4241993396 hasOpenAccess W4241993396 @default.
- W4241993396 hasPrimaryLocation W42419933961 @default.
- W4241993396 hasRelatedWork W10582454 @default.
- W4241993396 hasRelatedWork W10650929 @default.
- W4241993396 hasRelatedWork W12265212 @default.
- W4241993396 hasRelatedWork W12399970 @default.
- W4241993396 hasRelatedWork W12769952 @default.
- W4241993396 hasRelatedWork W4112856 @default.
- W4241993396 hasRelatedWork W4906400 @default.
- W4241993396 hasRelatedWork W7592732 @default.
- W4241993396 hasRelatedWork W9670849 @default.
- W4241993396 hasRelatedWork W9519625 @default.
- W4241993396 isParatext "false" @default.
- W4241993396 isRetracted "false" @default.
- W4241993396 workType "article" @default.