Concept
clinical decision support
Variants
Clinical Decision Support Systems
Parents
Children
Healthcare DeliveryHealthcare Professional BehaviorPatient-centered CareTriage SystemsUnderserved Populations
5.5K
Publications
354.1K
Citations
22.2K
Authors
4.9K
Institutions
Knowledge-Driven Probabilistic Decision Support
1985 - 1991
During 1985 to 1991, clinical decision support evolved from ad hoc heuristics to knowledge-based and probabilistic frameworks embedded in computer systems and expert tools. Researchers integrated early expert systems, desktop knowledge resources, and structured classifications to capture clinical knowledge and present decision supports at the point of care, while uncertainties and prognostic estimation guided risk stratification. Methodological advances emphasized alert design, error estimation, and prospective evaluation to establish performance in real-world settings.
• Dominant cognitive patterns in clinical decision making under uncertainty emerged as researchers compared 'thinking aloud' reasoning with formal decision analysis, revealing sequential, experience-influenced judgments and systematic probability estimation biases [1], [2], [11], [14].
• Early computer-based decision support and knowledge bases integrated into care, with expert systems, the HELP clinical information system, desktop knowledge resources, and structured admission classifications to capture and present clinical knowledge [17], [9], [8], [16], [18].
• Quantitative decision support targeted prognosis and resource allocation, exemplified by hospital-mortality risk models, cost-effectiveness simulations, and explicit balance of benefits and harms to guide policy and practice [10], [5], [7].
• Evaluation and methodological foundations for CDS, including error estimation, expert-panel decision making, and evaluation of decision-support alerts, aimed at establishing generalizability and performance in real-world settings [12], [20], [6].
Executable Knowledge-Based CDS
1992 - 1998
Guideline-Driven CDSS Integration
1999 - 2005
Standards-driven CDS Deployment
2006 - 2012
Explainable Integrated CDS
2013 - 2019
Explainable Real-World AI-CDSS
2020 - 2024