Causal Knowledge and Reasoning in Decision Making

被引:6
|
作者
Hagmayer, York [1 ]
Witteman, Cilia [2 ]
机构
[1] Univ Goettingen, Gottingen, Germany
[2] Radboud Univ Nijmegen, Nijmegen, Netherlands
关键词
INFORMATION SEARCH; SELF-DECEPTION; ILLNESS; MODELS; JUDGMENT; CUE; INTERVENTIONS; HEURISTICS; EXPERTISE; MEDICINE;
D O I
10.1016/bs.plm.2017.03.004
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Normative causal decision theories argue that people should use their causal knowledge in decision making. Based on these ideas, we argue that causal knowledge and reasoning may support and thereby potentially improve decision making based on expected outcomes, narratives, and even cues. We will summarize findings from empirical research, which indicate that decision makers use their causal knowledge and reasoning when making a choice. Focusing on decision making in mental health, we will also show that at least sometimes the outcomes resulting from a chosen action can be improved by taking causal knowledge into account. In the second part of the chapter, we propose a structured process describing when and how decision makers should use causal knowledge and reasoning in decision making: the Causal-explanationebased Decision Making framework. Mental health will again be our exemplary domain. We will end by arguing that our model may serve as a blueprint for a rational model for clinical decision making, which may also guide future research.
引用
收藏
页码:95 / 134
页数:40
相关论文
共 50 条
  • [1] Causal reasoning in decision making: A test of causal model theory of choice
    Saito, Motoyuki
    Shimazaki, Tsuneo
    [J]. COGNITION IN FLUX, 2010, : 546 - 546
  • [2] The influence of causal knowledge and empirical evidence on causal inference and decision making
    Garcia Retamero, Rocio
    Maldonado, Antonio
    Perales, Jose Cesar
    Mueller, Stephanie
    Candido, Antonio
    Catena, Andres
    [J]. INTERNATIONAL JOURNAL OF PSYCHOLOGY, 2008, 43 (3-4) : 271 - 272
  • [3] Intelligent Agents and Causal Inference: Enhancing Decision-Making through Causal Reasoning
    Bedoya, Jairo Ivan Velez
    Bedia, Manuel Gonzalez
    Ossa, Luis Fernando Castillo
    [J]. APPLIED SCIENCES-BASEL, 2024, 14 (09):
  • [4] How causal knowledge simplifies decision-making
    Rocio Garcia-Retamero
    Ulrich Hoffrage
    [J]. Minds and Machines, 2006, 16 : 365 - 380
  • [5] How causal knowledge simplifies decision-making
    Garcia-Retamero, Rocio
    Hoffrage, Ulrich
    [J]. MINDS AND MACHINES, 2006, 16 (03) : 365 - 380
  • [6] INFLUENCE OF CAUSAL KNOWLEDGE ON DECISION-MAKING PROCESSES
    Garcia-Retamero, Rocio
    Hoffrage, Ulrich
    [J]. REVISTA MEXICANA DE PSICOLOGIA, 2009, 26 (01): : 103 - 111
  • [7] Who is to blame? The impact of views of causal agency on reasoning and decision making
    DaCosta, MC
    Chinn, CA
    [J]. ICLS2004: INTERNATIONAL CONFERENCE OF THE LEARNING SCIENCES, PROCEEDINGS: EMBRACING DIVERSITY IN THE LEARNING SCIENCES, 2004, : 593 - 593
  • [8] A causal reasoning approach to DSA situational awareness and decision-making
    Martin, Todd
    Chang, Kuo-Chu
    [J]. 2013 16TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2013, : 638 - 646
  • [9] A New Causal Direction Reasoning Method for Decision Making on Noisy Data
    Zhao, Boxu
    Luo, Guiming
    [J]. 2019 30TH IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV19), 2019, : 2471 - 2476
  • [10] Causal reasoning decision-making for vehicle longitudinal automatic driving
    Gao Z.-H.
    Sun T.-J.
    He L.
    [J]. Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2019, 49 (05): : 1392 - 1404