메뉴 건너뛰기




Volumn 12, Issue 1, 2017, Pages

The Human Behaviour-Change Project: Harnessing the power of artificial intelligence and machine learning for evidence synthesis and interpretation

Author keywords

Artificial intelligence; Behaviour change interventions; Evidence synthesis; Implementation; Machine learning; Natural language processing; Ontology

Indexed keywords

ARTIFICIAL INTELLIGENCE; BEHAVIOR CHANGE; EFFECT SIZE; EXTRACTION; HUMAN; HUMAN EXPERIMENT; KNOWLEDGE BASE; MACHINE LEARNING; NATURAL LANGUAGE PROCESSING; ONTOLOGY; PHYSICIAN; PREDICTION; SCIENTIST; SYNTHESIS; ALGORITHM; HEALTH BEHAVIOR; HEALTH CARE POLICY;

EID: 85034114839     PISSN: None     EISSN: 17485908     Source Type: Journal    
DOI: 10.1186/s13012-017-0641-5     Document Type: Article
Times cited : (170)

References (43)
  • 2
    • 85049223864 scopus 로고    scopus 로고
    • Accessed 21 July
    • The Lancet. www.thelancet.com/campaigns/efficiency/statement. Accessed 21 July 2017.
    • (2017)
  • 3
    • 84895463594 scopus 로고    scopus 로고
    • Living Systematic Reviews: An Emerging Opportunity to Narrow the Evidence-Practice Gap
    • Elliott JH, Turner T, Clavisi O, et al. Living Systematic Reviews: An Emerging Opportunity to Narrow the Evidence-Practice Gap. PLoS Med. 2014;11(2):e1001603.
    • (2014) PLoS Med , vol.11 , Issue.2
    • Elliott, J.H.1    Turner, T.2    Clavisi, O.3
  • 5
    • 84890444866 scopus 로고    scopus 로고
    • A multicomponent decision tool for prioritising the updating of systematic reviews
    • Takwoingi Y, Hopewell S, Tovey D, Sutton AJ. A multicomponent decision tool for prioritising the updating of systematic reviews. BMJ. 2013;347:f7191.
    • (2013) BMJ , vol.347
    • Takwoingi, Y.1    Hopewell, S.2    Tovey, D.3    Sutton, A.J.4
  • 6
    • 85049189164 scopus 로고    scopus 로고
    • Accessed 21 July
    • Equator Network. www.equator-network.org. Accessed 21 July 2017.
    • (2017)
  • 7
    • 84892370875 scopus 로고    scopus 로고
    • Increasing value and reducing waste in research design, conduct, and analysis
    • Ioannidis JP, Greenland S, Hlatky MA, et al. Increasing value and reducing waste in research design, conduct, and analysis. Lancet. 2014;383(9912):166-75.
    • (2014) Lancet , vol.383 , Issue.9912 , pp. 166-175
    • Ioannidis, J.P.1    Greenland, S.2    Hlatky, M.A.3
  • 8
    • 84955243324 scopus 로고    scopus 로고
    • Approaches for synthesising complex mental health interventions in meta-analysis
    • Caldwell DM, Welton NJ. Approaches for synthesising complex mental health interventions in meta-analysis. Evid Based Ment Health. 2016;19(1):16-21.
    • (2016) Evid Based Ment Health , vol.19 , Issue.1 , pp. 16-21
    • Caldwell, D.M.1    Welton, N.J.2
  • 9
    • 85049167342 scopus 로고    scopus 로고
    • Accessed 21 July
    • The Human Behaviour-Change Project. www.humanbehaviourchange.org. Accessed 21 July 2017.
    • (2017)
  • 10
    • 84945584596 scopus 로고    scopus 로고
    • Building ontologies with basic formal ontology
    • Cambridge: MIT Press;
    • Arp R, Smith B, Spear AD. Building ontologies with basic formal ontology. Cambridge: MIT Press; 2015.
    • (2015)
    • Arp, R.1    Smith, B.2    Spear, A.D.3
  • 13
    • 85049223138 scopus 로고    scopus 로고
    • Accessed 21 July
    • OBO Foundry. www.obofoundry.org. Accessed 21 July 2017.
    • (2017)
  • 14
    • 84929519611 scopus 로고    scopus 로고
    • Addressing the challenge of encoding causal epidemiological knowledge in formal ontologies: a practical perspective
    • Okhmatovskaia A, Shaban-Nejad A, Lavigne M, Buckeridge DL. Addressing the challenge of encoding causal epidemiological knowledge in formal ontologies: a practical perspective. Stud Health Technol Inform. 2014;205:1125-9.
    • (2014) Stud Health Technol Inform. , vol.205 , pp. 1125-1129
    • Okhmatovskaia, A.1    Shaban-Nejad, A.2    Lavigne, M.3    Buckeridge, D.L.4
  • 15
    • 80053613154 scopus 로고    scopus 로고
    • The Emotion Ontology: Enabling Interdisciplinary Research in the Affective Sciences
    • Modeling and Using Context: 7th International and Interdisciplinary Conference, CONTEXT 2011, Karlsruhe, Germany;: Berlin.
    • Hastings J, Ceusters W, Smith B, Mulligan K. The Emotion Ontology: Enabling Interdisciplinary Research in the Affective Sciences. Modeling and Using Context: 7th International and Interdisciplinary Conference, CONTEXT 2011, Karlsruhe, Germany; 2011: Berlin.
    • (2011)
    • Hastings, J.1    Ceusters, W.2    Smith, B.3    Mulligan, K.4
  • 16
    • 85040526399 scopus 로고    scopus 로고
    • Representing mental functioning: Ontologies for mental health and disease
    • ICBO 2012: 3rd International Conference on Biomedical Ontology; Citeseer
    • Hastings J, Smith B, Ceusters W, Jensen M, Mulligan K. Representing mental functioning: Ontologies for mental health and disease. ICBO 2012: 3rd International Conference on Biomedical Ontology; Citeseer; 2012.
    • (2012)
    • Hastings, J.1    Smith, B.2    Ceusters, W.3    Jensen, M.4    Mulligan, K.5
  • 17
    • 14944375305 scopus 로고    scopus 로고
    • Outcome criteria in smoking cessation trials: proposal for a common standard
    • West R, Hajek P, Stead L, Stapleton J. Outcome criteria in smoking cessation trials: proposal for a common standard. Addiction. 2005;100(3):299-303.
    • (2005) Addiction , vol.100 , Issue.3 , pp. 299-303
    • West, R.1    Hajek, P.2    Stead, L.3    Stapleton, J.4
  • 18
    • 84938151628 scopus 로고    scopus 로고
    • Health-care interventions to promote and assist tobacco cessation: a review of efficacy, effectiveness and affordability for use in national guideline development
    • West R, Raw M, McNeill A, Stead L, Aveyard P, Britton J, Stapleton J, McRobbie H, Pokhrel S, Lester-George A, Borland R. Health-care interventions to promote and assist tobacco cessation: a review of efficacy, effectiveness and affordability for use in national guideline development. Addiction. 2015;110(9):1388-403.
    • (2015) Addiction , vol.110 , Issue.9 , pp. 1388-1403
    • West, R.1    Raw, M.2    McNeill, A.3    Stead, L.4    Aveyard, P.5    Britton, J.6    Stapleton, J.7    McRobbie, H.8    Pokhrel, S.9    Lester-George, A.10    Borland, R.11
  • 19
    • 85049173530 scopus 로고    scopus 로고
    • Accessed 21 July
    • CNBC. http://www.cnbc.com/2014/06/10/you-may-soon-get-financial-advice-from-a-machine.html. Accessed 21 July 2017.
    • (2017)
  • 20
    • 85049200317 scopus 로고    scopus 로고
    • Accessed 21 July
    • Wired. http://www.wired.co.uk/news/archive/2013-02/11/ibm-watson-medical-doctor. Accessed 21 July 2017.
    • (2017)
  • 21
    • 84865429505 scopus 로고    scopus 로고
    • A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory
    • Hood L, Flores M. A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory. New Biotechnol. 2012;29(6):613-24.
    • (2012) New Biotechnol , vol.29 , Issue.6 , pp. 613-624
    • Hood, L.1    Flores, M.2
  • 23
    • 85021308771 scopus 로고    scopus 로고
    • Thesaurus-Based Hierarchical Semantic Grouping of Medical Terms in Information Extraction
    • Lassoued Y, Deleris L. Thesaurus-Based Hierarchical Semantic Grouping of Medical Terms in Information Extraction. Stud Health Technol Inform. 2016;228:446-560.
    • (2016) Stud Health Technol Inform , vol.228 , pp. 446-560
    • Lassoued, Y.1    Deleris, L.2
  • 24
    • 85049155864 scopus 로고    scopus 로고
    • Risk Information Extraction and Aggregation
    • Algorithmic Decision Theory: Third International Conference, ADT 2013. Bruxelles: Springer
    • Deleris L, Deparis S, Sacaleanu B, Tounsi L. Risk Information Extraction and Aggregation. Algorithmic Decision Theory: Third International Conference, ADT 2013. Bruxelles: Springer; 2013.
    • (2013)
    • Deleris, L.1    Deparis, S.2    Sacaleanu, B.3    Tounsi, L.4
  • 25
    • 85049223573 scopus 로고    scopus 로고
    • Transforming the Way Organizations Think with Cognitive Systems
    • IBM Academy of Technology: IBM RedBooks
    • High R, Rapp B. Transforming the Way Organizations Think with Cognitive Systems. IBM Academy of Technology: IBM RedBooks; 2012.
    • (2012)
    • High, R.1    Rapp, B.2
  • 26
    • 85021308425 scopus 로고    scopus 로고
    • Probability Statements Extraction with Constrained Conditional Random Fields
    • Deleris L, Jochim C. Probability Statements Extraction with Constrained Conditional Random Fields. Stud Health Technol Inform. 2016;228:527-31.
    • (2016) Stud Health Technol Inform , vol.228 , pp. 527-531
    • Deleris, L.1    Jochim, C.2
  • 27
    • 85049198950 scopus 로고    scopus 로고
    • Accessed 21 July
    • Open Science Framework. https://osf.io/. Accessed 21 July 2017.
    • (2017)
  • 28
    • 84978063322 scopus 로고    scopus 로고
    • From Theory-Inspired to Theory-Based Interventions: A Protocol for Developing and Testing a Methodology for Linking Behaviour Change Techniques to Theoretical Mechanisms of Action
    • Michie S, Carey RN, Johnston M, Rothman AJ, De Bruin M, Kelly MP, Connell L. From Theory-Inspired to Theory-Based Interventions: A Protocol for Developing and Testing a Methodology for Linking Behaviour Change Techniques to Theoretical Mechanisms of Action. Ann Behav Med. 2016: 1-12.
    • (2016) Ann Behav Med. , pp. 1-12
    • Michie, S.1    Carey, R.N.2    Johnston, M.3    Rothman, A.J.4    De Bruin, M.5    Kelly, M.P.6    Connell, L.7
  • 29
    • 84949220017 scopus 로고    scopus 로고
    • Behaviour Change Techniques: The Development and Evaluation of a Taxonomic Method for Reporting and Describing Behaviour Change Interventions
    • Michie S, Wood C, Johnston M, Abraham C, Francis J, Hardeman W. Behaviour Change Techniques: The Development and Evaluation of a Taxonomic Method for Reporting and Describing Behaviour Change Interventions. Health Technol Assess. 2015;19(99):1-188.
    • (2015) Health Technol Assess , vol.19 , Issue.99 , pp. 1-188
    • Michie, S.1    Wood, C.2    Johnston, M.3    Abraham, C.4    Francis, J.5    Hardeman, W.6
  • 30
    • 77956485045 scopus 로고    scopus 로고
    • General principles of user-oriented evaluation
    • Dybkjær L, Hemsen H, Minke W, editors. New York: Springer
    • King M. General principles of user-oriented evaluation. In: Dybkjær L, Hemsen H, Minke W, editors. Evaluation of text and speech systems. New York: Springer; 2007. p. 125-61.
    • (2007) Evaluation of text and speech systems , pp. 125-161
    • King, M.1
  • 32
    • 84941259093 scopus 로고    scopus 로고
    • Theories of behaviour and behaviour change across the social and behavioural sciences: a scoping review
    • Davis RE, Campbell R, Hildon Z, Hobbs L, Michie S. Theories of behaviour and behaviour change across the social and behavioural sciences: a scoping review. Health Psychol Rev. 2015;9:323-34.
    • (2015) Health Psychol Rev , vol.9 , pp. 323-334
    • Davis, R.E.1    Campbell, R.2    Hildon, Z.3    Hobbs, L.4    Michie, S.5
  • 33
    • 84982953578 scopus 로고    scopus 로고
    • A guide to development and evaluation of digital behaviour change interventions in healthcare
    • London: Silverback Publishing
    • West R, Michie S. A guide to development and evaluation of digital behaviour change interventions in healthcare. London: Silverback Publishing; 2015.
    • (2015)
    • West, R.1    Michie, S.2
  • 34
    • 84904113860 scopus 로고    scopus 로고
    • Behaviour change techniques
    • Gellman M, Turner JR, editors. New York: Springer
    • Michie S, Johnston M, Carey R. Behaviour change techniques. In: Gellman M, Turner JR, editors. Encyclopedia of behavioural medicine. New York: Springer; 2016. p. 1-8.
    • (2016) Encyclopedia of behavioural medicine , pp. 1-8
    • Michie, S.1    Johnston, M.2    Carey, R.3
  • 35
    • 84879079138 scopus 로고    scopus 로고
    • The behaviour change technique taxonomy (v1) of 93 hierarchically clustered techniques: building an international consensus for the reporting of behaviour change interventions
    • Michie S, Richardson M, Johnston M, Abraham C, Francis J, Hardeman W, Eccles MP, Cane J, Wood CE. The behaviour change technique taxonomy (v1) of 93 hierarchically clustered techniques: building an international consensus for the reporting of behaviour change interventions. Ann Beh Med. 2013;46:86-95.
    • (2013) Ann Beh Med. , vol.46 , pp. 86-95
    • Michie, S.1    Richardson, M.2    Johnston, M.3    Abraham, C.4    Francis, J.5    Hardeman, W.6    Eccles, M.P.7    Cane, J.8    Wood, C.E.9
  • 36
    • 85049190645 scopus 로고    scopus 로고
    • Accessed 21 July
    • Cochrane Collaboration. http://uk.cochrane.org/about-us. Accessed 21 July 2017.
    • (2017)
  • 37
    • 25644459607 scopus 로고    scopus 로고
    • Introduction to machine learning
    • Cambridge: MIT Press
    • Alpaydin E. Introduction to machine learning. Cambridge: MIT Press; 2014.
    • (2014)
    • Alpaydin, E.1
  • 38
    • 0037239771 scopus 로고    scopus 로고
    • Natural language processing
    • Chowdhury G. Natural language processing. Ann Rev Info Sci Tech. 2003;37:51-89.
    • (2003) Ann Rev Info Sci Tech. , vol.37 , pp. 51-89
    • Chowdhury, G.1
  • 40
    • 85049174472 scopus 로고    scopus 로고
    • Accessed 21 July
    • Cochrane Collaboration. http://linkeddata.cochrane.org/pico-ontology. Accessed 21 July 2017.
    • (2017)
  • 41
    • 85049162910 scopus 로고    scopus 로고
    • Accessed 21 July
    • Cochrane Collaboration. http://handbook.cochrane.org/front_page.htm. Accessed 21 July 2017.
    • (2017)
  • 42
    • 85049208791 scopus 로고    scopus 로고
    • Classification systems in behavioural sciences; Current systems and lessons from the natural, medical and social sciences
    • Stravi Z, Michie S. Classification systems in behavioural sciences; Current systems and lessons from the natural, medical and social sciences. Health Psychol Rev. 2012;6113-140.
    • (2012) Health Psychol Rev. , pp. 6113-6140
    • Stravi, Z.1    Michie, S.2
  • 43
    • 0003486463 scopus 로고    scopus 로고
    • Designing the user interface: strategies for effective human-computer interaction
    • New York: Pearson Education;
    • Shneidermann B. Designing the user interface: strategies for effective human-computer interaction. New York: Pearson Education; 2010.
    • (2010)
    • Shneidermann, B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.