The Development and Evaluation of Personalized Training in Shared Decision-making Skills for Rheumatologists

Fuzzy constraint-based agent negotiation framework for doctor-patient shared decision-making

BACKGROUND

The clinical practice of shared decision-making (SDM) has grown in importance. However, most studies on SDM practice concentrated on providing auxiliary knowledge from the third-party standpoint without consideration for the value preferences of doctors and patients. The essences of these methods are complete and manual negotiation, and the problems of high cost, time consumption, delayed response, and decision fatigue are serious.

METHODS

In response to the above limitations, this article proposes a fuzzy constraint-directed agent-based negotiation and recommendation framework for bilateral and multi-issue preference negotiation in SDM (PN-SDM). Its purpose is to provide preference information and intellectualize PN-SDM to promote SDM practice. We modeled PN-SDM problems as distributed fuzzy constraint satisfaction problems and designed the doctor agent and patient agent to negotiate on behalf of the doctor and patient. The negotiation result was then transformed into treatment plans by the recommendation model. The proposed negotiation and recommendation models were introduced in detail by an instance.

RESULTS

The proposed method with different strategies and negotiation pairs achieves good performance in terms of negotiation running time, negotiation rounds, and combined aggregated satisfaction value. Specifically, it can feasibly and effectively complete multiple rounds of PN-SDM in a few seconds and obtain higher satisfaction.

CONCLUSION

The experimental results indicate that the negotiation model can effectively simulate preference negotiation and relieve the pressure of increasing issues. The recommendation model can assist in decision-making and help to realize SDM. In addition, it can flexibly cope with various negotiation scenarios by using different negotiation strategies (e.g., collaborative, win-win, and competitive).

Qualitative Research in Rheumatology: An Overview of Methods and Contributions to Practice and Policy

Patient-centered care is widely advocated in rheumatology. This involves collaboration among patients, caregivers, and health professionals and is particularly important in chronic rheumatic conditions because the disease and treatment can impair patients' health and well-being. Qualitative research can systematically generate insights about people's experiences, beliefs, and attitudes, which patients may not always express in clinical settings. These insights can address complex and challenging areas in rheumatology, such as treatment adherence and transition to adult healthcare services. Despite this, qualitative research comprises 1% of studies published in top-tier rheumatology journals. A better understanding about the effect and role, methods, and rigor of qualitative research is needed. This overview highlights the recent contributions of qualitative research in rheumatology, summarizes the common approaches and methods used, and outlines the key principles to guide appraisal of qualitative studies.