Beyond interpersonal disputes: a text network analysis of conflict and negative communication experiences among experienced nurses
Using text network analysis on 1,176 narrative entries from experienced nurses, this study reveals that conflict and negative communication experiences are structurally centered on interactions with physicians and family members, as well as the recurring nature of these conflicts, highlighting specific organizational targets for intervention.
Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer
Hospitals are places of intense human connection, where the well-being of patients depends on a complex web of interactions between doctors, nurses, families, and administrators. In this high-stakes environment, conflict is not merely a matter of personal disagreement; it is a structural reality woven into the daily fabric of care. When experienced nurses—those who have spent years mastering their craft while also mentoring newcomers and coordinating teams—face repeated friction, the consequences ripple outward. These conflicts contribute to burnout, drive talented staff away, and can ultimately compromise patient safety. Understanding the true shape of these conflicts is difficult because they are often hidden inside the private thoughts and spoken frustrations of individuals. To see the whole picture, researchers must look beyond single stories of anger or misunderstanding and instead map the recurring patterns that link different types of disputes together.
A team of researchers in South Korea set out to uncover these hidden patterns by listening to the voices of 392 experienced nurses. Rather than asking these nurses to fill out standard surveys with pre-selected answers, the researchers invited them to write freely about their most memorable negative communication experiences. Over the course of fourteen workshops held between 2021 and 2023, these nurses shared 1,176 distinct stories. The researchers then treated this collection of text as a landscape to be explored. They used a method called text network analysis, which works by connecting words that appear together in the same sentence. Imagine these connections as bridges; the more often two words appear together, the stronger the bridge between them. By building a map of these bridges, the researchers could see which concepts stood at the center of the conflict landscape and how different types of problems were linked to one another.
The resulting map revealed a clear and somewhat surprising structure. The most frequent words in the nurses' stories were "phone call," "attending physician," "anger," "senior nurse," and "family member." However, frequency alone did not tell the whole story. When the researchers looked at which words acted as the most critical hubs—connecting different parts of the network—they found that four concepts stood out above all others: "attending physician," "family member," "physician order," and "persistent occurrence." The first three are easy to understand as sources of friction, but the fourth, "persistent occurrence," offered a deeper insight. This word did not appear in the stories as often as the others, yet it sat at the very heart of the network, bridging different types of conflicts. This suggests that for experienced nurses, the most damaging aspect of conflict is not just who they are arguing with, but the feeling that the same arguments keep happening without resolution.
The analysis grouped the conflicts into four distinct but overlapping themes. The first theme involved a lack of respect and consideration from others, particularly during interactions with patients' families. Nurses described situations where families would shout or become angry during explanations of a patient's condition or during the admission process. The second theme focused on friction in clinical communication with physicians. Here, the conflict arose around the verification of medical orders, the reporting of patient status, and instances where a nurse felt ignored or verbally abused by a doctor. The third theme centered on unmanageable circumstances and excessive workload. This included conflicts triggered by the pressure of shifting patients, handling complaints, or managing the flow of admissions and discharges. The final theme dealt with the difficulty of maintaining relationships with colleagues, where experienced nurses found themselves in tense situations with newer staff, often involving reprimands over mistakes or the strain of mentoring while managing a heavy workload.
One of the most significant findings was the central role of the "attending physician" and the "family member." These two groups were not just common sources of conflict; they were the primary anchors around which the entire network of negative experiences revolved. The data showed that conflicts with physicians often involved the transmission of medical orders and the reporting of clinical changes, while conflicts with families frequently erupted during explanations of care or verification of procedures. The study also highlighted that these conflicts are not isolated incidents. The prominence of the concept of "persistent occurrence" indicates that nurses perceive these disputes as a recurring cycle. When a nurse faces a shouting family member or a dismissive doctor, it is often not a one-time event but part of a pattern that repeats across different shifts and different patients.
The researchers noted that the boundaries between these four themes were not sharp. A single stressful shift could easily involve a conflict with a doctor, followed by a tense interaction with a family member, and then a difficult conversation with a junior colleague. The map showed that these issues are deeply interconnected, suggesting that solving one type of conflict in isolation may not be enough. For instance, the high importance of "physician order" as a connecting point suggests that improving how medical orders are communicated could reduce friction in multiple areas. Similarly, the clustering of "family member" with words like "explanation" and "verification" points to the need for better support systems when nurses are tasked with explaining complex medical situations to distressed relatives.
This study offers a new way of seeing the problem of workplace conflict. Instead of viewing each argument as a separate event to be resolved individually, the data suggests that the problem is structural. The conflicts experienced by nurses are organized around specific roles and recurring situations. The "persistent occurrence" of these conflicts implies that the current systems for communication and workflow may be generating the same problems over and over again. By identifying the central concepts that link these disputes, the researchers have provided a roadmap for organizations to intervene. The findings suggest that strategies aimed at improving communication with physicians, supporting nurses in their interactions with families, and addressing the structural pressures of the workload could help break the cycle of recurring conflict.
The study was conducted in a single hospital, and the researchers acknowledged that the specific details might vary in other settings. They also noted that the analysis focused on the most common words, meaning that less frequent but still important nuances might have been missed. Despite these limitations, the approach provided a clear, data-driven view of the landscape of nursing conflict. It moved beyond individual anecdotes to reveal the underlying architecture of stress and disagreement. The work demonstrates that when nurses are given the space to share their experiences in their own words, and when those words are analyzed for their connections, a clear picture emerges of where the pressure points lie. The result is a deeper understanding that conflict in nursing is not just about personality clashes, but about the recurring patterns of interaction that define the profession.
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