Matches in SemOpenAlex for { <https://semopenalex.org/work/W2076151421> ?p ?o ?g. }
- W2076151421 endingPage "226" @default.
- W2076151421 startingPage "217" @default.
- W2076151421 abstract "A large number of people use online communities to discuss mental health issues, thus offering opportunities for new understanding of these communities. This paper aims to study the characteristics of online depression communities (CLINICAL) in comparison with those joining other online communities (CONTROL). We use machine learning and statistical methods to discriminate online messages between depression and control communities using mood, psycholinguistic processes and content topics extracted from the posts generated by members of these communities. All aspects including mood, the written content and writing style are found to be significantly different between two types of communities. Sentiment analysis shows the clinical group have lower valence than people in the control group. For language styles and topics, statistical tests reject the hypothesis of equality on psycholinguistic processes and topics between two groups. We show good predictive validity in depression classification using topics and psycholinguistic clues as features. Clear discrimination between writing styles and contents, with good predictive power is an important step in understanding social media and its use in mental health." @default.
- W2076151421 created "2016-06-24" @default.
- W2076151421 creator A5023460373 @default.
- W2076151421 creator A5036447132 @default.
- W2076151421 creator A5045540854 @default.
- W2076151421 creator A5051630302 @default.
- W2076151421 creator A5078882374 @default.
- W2076151421 date "2014-07-01" @default.
- W2076151421 modified "2023-09-28" @default.
- W2076151421 title "Affective and Content Analysis of Online Depression Communities" @default.
- W2076151421 cites W1717229843 @default.
- W2076151421 cites W1966874504 @default.
- W2076151421 cites W1978860943 @default.
- W2076151421 cites W2001082470 @default.
- W2076151421 cites W2031657273 @default.
- W2076151421 cites W2038729408 @default.
- W2076151421 cites W2056409504 @default.
- W2076151421 cites W2057769237 @default.
- W2076151421 cites W2058971120 @default.
- W2076151421 cites W2076165434 @default.
- W2076151421 cites W2082129626 @default.
- W2076151421 cites W2082556623 @default.
- W2076151421 cites W2114230903 @default.
- W2076151421 cites W2115298650 @default.
- W2076151421 cites W2117956978 @default.
- W2076151421 cites W2118248530 @default.
- W2076151421 cites W2130842748 @default.
- W2076151421 cites W2130951278 @default.
- W2076151421 cites W2140910804 @default.
- W2076151421 cites W2147194983 @default.
- W2076151421 cites W2150296965 @default.
- W2076151421 cites W2159087629 @default.
- W2076151421 cites W2160367613 @default.
- W2076151421 cites W2166131245 @default.
- W2076151421 cites W2171020334 @default.
- W2076151421 cites W2329613647 @default.
- W2076151421 cites W349893698 @default.
- W2076151421 cites W4294541781 @default.
- W2076151421 doi "https://doi.org/10.1109/taffc.2014.2315623" @default.
- W2076151421 hasPublicationYear "2014" @default.
- W2076151421 type Work @default.
- W2076151421 sameAs 2076151421 @default.
- W2076151421 citedByCount "166" @default.
- W2076151421 countsByYear W20761514212014 @default.
- W2076151421 countsByYear W20761514212015 @default.
- W2076151421 countsByYear W20761514212016 @default.
- W2076151421 countsByYear W20761514212017 @default.
- W2076151421 countsByYear W20761514212018 @default.
- W2076151421 countsByYear W20761514212019 @default.
- W2076151421 countsByYear W20761514212020 @default.
- W2076151421 countsByYear W20761514212021 @default.
- W2076151421 countsByYear W20761514212022 @default.
- W2076151421 countsByYear W20761514212023 @default.
- W2076151421 crossrefType "journal-article" @default.
- W2076151421 hasAuthorship W2076151421A5023460373 @default.
- W2076151421 hasAuthorship W2076151421A5036447132 @default.
- W2076151421 hasAuthorship W2076151421A5045540854 @default.
- W2076151421 hasAuthorship W2076151421A5051630302 @default.
- W2076151421 hasAuthorship W2076151421A5078882374 @default.
- W2076151421 hasConcept C134306372 @default.
- W2076151421 hasConcept C139719470 @default.
- W2076151421 hasConcept C144024400 @default.
- W2076151421 hasConcept C15744967 @default.
- W2076151421 hasConcept C162324750 @default.
- W2076151421 hasConcept C162446236 @default.
- W2076151421 hasConcept C180747234 @default.
- W2076151421 hasConcept C2776867660 @default.
- W2076151421 hasConcept C2778152352 @default.
- W2076151421 hasConcept C33923547 @default.
- W2076151421 hasConcept C36289849 @default.
- W2076151421 hasConcept C41008148 @default.
- W2076151421 hasConcept C75630572 @default.
- W2076151421 hasConcept C77805123 @default.
- W2076151421 hasConceptScore W2076151421C134306372 @default.
- W2076151421 hasConceptScore W2076151421C139719470 @default.
- W2076151421 hasConceptScore W2076151421C144024400 @default.
- W2076151421 hasConceptScore W2076151421C15744967 @default.
- W2076151421 hasConceptScore W2076151421C162324750 @default.
- W2076151421 hasConceptScore W2076151421C162446236 @default.
- W2076151421 hasConceptScore W2076151421C180747234 @default.
- W2076151421 hasConceptScore W2076151421C2776867660 @default.
- W2076151421 hasConceptScore W2076151421C2778152352 @default.
- W2076151421 hasConceptScore W2076151421C33923547 @default.
- W2076151421 hasConceptScore W2076151421C36289849 @default.
- W2076151421 hasConceptScore W2076151421C41008148 @default.
- W2076151421 hasConceptScore W2076151421C75630572 @default.
- W2076151421 hasConceptScore W2076151421C77805123 @default.
- W2076151421 hasIssue "3" @default.
- W2076151421 hasLocation W20761514211 @default.
- W2076151421 hasOpenAccess W2076151421 @default.
- W2076151421 hasPrimaryLocation W20761514211 @default.
- W2076151421 hasRelatedWork W1971950646 @default.
- W2076151421 hasRelatedWork W2083167108 @default.
- W2076151421 hasRelatedWork W2113185734 @default.
- W2076151421 hasRelatedWork W2154036671 @default.
- W2076151421 hasRelatedWork W2513648747 @default.
- W2076151421 hasRelatedWork W2748952813 @default.
- W2076151421 hasRelatedWork W2789616283 @default.