The study was a descriptive qualitative investigation built on a retrospective review of complaint records. The researchers retrieved all patient complaints associated with residents that were registered at a large Dutch teaching hospital over a five-year window, from 2017 through 2021. In total, 602 complaints were linked to residents during that period. Rather than treating each complaint as an isolated incident, the team coded them against a well-established competency framework known as CanMEDS — the Canadian Medical Education Directives for Specialists — which describes the roles a competent physician must play: Medical Expert, Communicator, Collaborator, Leader, Health Advocate, Scholar and Professional. This framework is used across many training programmes worldwide, which makes it a natural lens for translating raw complaints into educational targets.

The headline finding is striking for how concentrated it is. The Communicator role accounted for 35 percent of all complaints against residents, with the Medical Expert role close behind at 34 percent and the Professional role contributing 21 percent. In other words, roughly two-thirds of everything patients complained about fell into just two buckets: how information was conveyed, and the clinical care itself. The remaining CanMEDS roles — Collaborator, Leader, Health Advocate and Scholar — made up the residual share. For educators, that distribution is actionable intelligence. It suggests that if training programmes want to reduce complaints, the highest-yield investments lie in communication skills and clinical decision-making, not in the more abstract organizational competencies.

Digging into the Communicator category, the authors highlight problems with correct and complete information as a recurring theme. Patients complained when they felt they had not been properly informed about their diagnosis, treatment plan, procedures or what to expect next. This is a subtle but important distinction from simply being rude or dismissive. A resident can be polite, empathetic and well-intentioned and still leave a patient confused about whether a medication should be taken with food, when a follow-up appointment will happen, or what a surgical complication means for recovery. The complaint data suggest that the completeness and accuracy of information transfer — not just the tone of the conversation — is where many resident-patient interactions break down.

The Medical Expert complaints, the second-largest cluster, relate to the core clinical competencies: diagnostic reasoning, treatment choices and technical performance. That residents attract complaints in this domain is not necessarily alarming — they are, by definition, still learning — but the volume is instructive. It signals that patients perceive gaps in clinical judgement or execution often enough to formalize grievances, and it gives programme directors a concrete signal about where supervision, simulation training and graduated autonomy might need reinforcement. The Professional category, at 21 percent, captures issues of conduct, responsibility and ethical behaviour, including attention to patients’ expectations, which the authors specifically flag as an area deserving more attention in postgraduate curricula.

What makes this study methodologically interesting is the framing of complaints as educational data rather than purely as a quality-assurance or medico-legal artifact. Healthcare complaints analysis tools, including the HCAT referenced in the paper, have been developed to code complaint narratives in a structured way, and pairing such coding with the CanMEDS roles creates a bridge between the patient’s experience and the competency framework that already structures residency training. In principle, a programme director could take an anonymized, aggregated complaint profile for their department and map it directly onto learning objectives, simulation scenarios and workplace-based assessments. A cluster of complaints about incomplete discharge instructions, for example, becomes a targeted communication exercise rather than an abstract exhortation to communicate better.

The context matters too. Residents occupy an awkward position in hospital hierarchies: they perform a substantial proportion of frontline clinical work, yet they are learners with variable experience and incomplete autonomy. Patients interact with them constantly — at the bedside, during rounds, in clinics and on the phone — which means residents are disproportionately the face of the hospital. The authors note that patient complaints against residents are growing, and that despite this trend, research specifically focused on complaints against residents has been lacking. Most complaint analyses pool all clinicians together, which obscures the training-specific signal. By isolating resident-linked complaints, this study gives educators a cleaner read on where the learning needs actually sit.

The implications run in both directions. For patients, a well-designed complaint-to-education pipeline promises a hospital system that learns: the next resident on the ward should be better prepared to explain a procedure fully, manage expectations honestly and follow through on commitments. For residents, the framing matters because complaints can be demoralizing and even career-damaging when handled punitively. Analysed constructively, they become formative feedback — uncomfortable, perhaps, but specific and grounded in real patient experience. The authors argue that good postgraduate medical education programmes can result in fewer complaints, which reframes complaint reduction as an outcome measure for educational quality rather than a disciplinary metric.

There are, of course, limits to what a single-centre retrospective analysis can establish. The data come from one large Dutch teaching hospital, and complaint patterns may differ across countries, cultures, complaint systems and specialties. Complaints also represent a skewed sample of patient experience: they capture the dissatisfied minority who took the trouble to file a formal grievance, not the silent majority, and coding narratives into competency categories inevitably involves interpretive judgement. The study was approved by the Medical Ethical Committee of Zuyderland Hospital, with informed consent waived for the retrospective record review, and it was conducted without external funding. Those are standard safeguards, but they do not erase the inherent constraints of qualitative complaint analysis.

Even so, the core message is likely to travel well beyond the Netherlands. Teaching hospitals everywhere sit on archives of complaint files that are consulted mainly by risk managers and lawyers. This study demonstrates a practical alternative: code them against a shared competency framework, identify the dominant failure modes — here, incomplete information, clinical expertise and professionalism — and route those findings into curriculum design, supervision practices and feedback for trainees. The Communicator role’s top ranking is a particularly portable lesson, because communication failures are consistently among the most common root causes of patient dissatisfaction and litigation worldwide. If the path from complaint to change becomes routine, the 602 grievances in this dataset will have done something no individual complaint could: taught an entire generation of doctors-in-training how to care for patients a little better.

Subject of Research: Analysis of patient complaints against medical residents to improve postgraduate medical education

Article Title: From complaint to change: analysing patient complaints against residents to enhance postgraduate medical education

Article References: van Montfoort, A., van der Baaren, L., van der Baan, N., Sosef, M., & Heyligers, I. (2026). From complaint to change: analysing patient complaints against residents to enhance postgraduate medical education. BMC Medical Education. https://doi.org/10.1186/s12909-026-10450-0

Image Credits: AI Generated

DOI: 10.1186/s12909-026-10450-0

Keywords: patient complaints, residents, postgraduate medical education, CanMEDS, communication skills, medical professionalism, patient safety, teaching hospital, medical education, qualitative analysis, clinical training, healthcare quality

The research team set out to answer a question that has dogged the participatory research field for decades: when collaborations claim to be equitable and engaging, how can anyone verify it? Participatory approaches are increasingly emphasized in autism research, driven in part by sustained advocacy from autistic people and their families who have argued that research priorities have too often been set without them. Previous work, including landmark studies by Fletcher-Watson and colleagues and the AASPIRE partnership’s practice-based guidelines, has established frameworks for meaningful participation. But systematic evaluations of partnership processes and outcomes remain limited, particularly in autism research where power imbalances between academic institutions and community members can be pronounced.

To address this gap, the researchers turned to an autism community collaborative that had been operating for three years. Twenty members of the collaborative completed survey items assessing three core dimensions of partnership quality: synergy, decision-making, and satisfaction with engagement. The concept of synergy, drawn from a well-known framework developed by Lasker, Weiss, and Miller, refers to the collaborative advantage that emerges when a partnership achieves something its members could not accomplish alone—effectively, whether the whole genuinely exceeds the sum of its parts. Decision-making items probed whether members felt they had real influence over the direction of the work, while satisfaction measures captured whether participation felt worthwhile.

The quantitative results were strikingly positive. Survey ratings reflected high partner engagement and satisfaction across the collaborative, indicating that members broadly felt their participation embodied principles of partnership and engagement. In a field where tokenism—the practice of including community voices without granting them real power—remains a persistent criticism, such uniformly favorable ratings are noteworthy. But numbers alone cannot explain why a partnership works, and it is precisely this explanatory layer that the study’s qualitative component was designed to uncover.

Sixteen of the twenty participants went on to complete semi-structured interviews, giving the researchers a rich vein of narrative data about lived experience within the collaborative. Rather than conducting a conventional lengthy thematic analysis, the team employed rapid qualitative analysis combined with inductive content analysis, methods originally developed for fast-turnaround health services research. Rapid qualitative approaches use structured templates and team-based summarization to distill findings efficiently while preserving validity, a technique that has gained traction in implementation science where timely feedback matters. Inductive content analysis, meanwhile, allowed themes to emerge from the data itself rather than being imposed from pre-existing theory.

The qualitative results generally aligned with the survey findings, but they went considerably further, illuminating the mechanisms behind the numbers. Five major themes emerged from the interviews: the experience of establishing shared values, relational communication, diversity of perspectives within the collaborative, drivers of experience, and community engagement. Each theme represents a distinct thread in the fabric of partnership functioning, and together they sketch a portrait of what sustained, high-quality collaboration actually feels like from the inside.

The theme of establishing shared values speaks to a foundational challenge in any cross-stakeholder partnership. Academics, autistic self-advocates, family members, and service providers often enter a collaboration with different vocabularies, priorities, and assumptions about what research is for. The study’s findings suggest that the collaborative invested deliberately in surfacing and negotiating these differences early, building a common value system that could anchor later decisions. Relational communication—the second theme—captures the day-to-day practices through which trust is built or eroded: how disagreements are handled, how members check in with one another, and how communication norms accommodate different interaction styles, a consideration of particular salience in a group that includes autistic members.

Diversity of perspectives emerged as a third pillar, with members describing how the range of viewpoints within the collaborative strengthened its work rather than fragmenting it. This finding carries practical weight given documented concerns that autism research has under-engaged racially, ethnically, and socioeconomically diverse communities, a bias problem highlighted in prior work by Maye and colleagues. A collaborative that genuinely incorporates heterogeneous perspectives is better positioned to produce research that resonates across the full breadth of the autism community. The remaining themes, drivers of experience and community engagement, point to the factors that shaped members’ individual and collective journeys, including how the collaborative connected its internal processes to the broader community it aimed to serve.

For the participatory research field, the study offers both reassurance and a methodological template. The reassurance lies in the demonstration that a multi-year autism collaborative can achieve high ratings of synergy, shared decision-making, and satisfaction—evidence that the aspirational principles articulated in community-based participatory research literature, from Israel and colleagues’ foundational principles to more recent autism-specific guidelines, are achievable in practice. The template lies in the mixed-methods evaluation design itself: pairing validated self-assessment survey items with rapid qualitative interviews allowed the researchers to measure partnership quality and simultaneously explain it, an approach that other collaboratives could adopt for their own continuous improvement.

The broader implications extend beyond autism research. Health research funders and institutions increasingly mandate community engagement, yet systematic reviews, including work by Mrklas and colleagues on tools for assessing partnership outcomes, have found the evaluation landscape fragmented and inconsistent. This study contributes concrete evidence that relational processes—shared values, inclusive communication, and attention to diverse perspectives—are not soft extras but measurable drivers of partnership outcomes. As participatory approaches become institutionalized across biomedical and behavioral science, evaluations of this kind provide the accountability infrastructure needed to distinguish authentic collaboration from its performative imitations. For autistic people and their communities, the message is equally significant: partnerships built on genuine relational work can deliver both satisfying collaboration and research that better reflects community priorities.

Subject of Research: Evaluation of partnership processes and outcomes in a three-year autism community collaborative using community-based participatory research methods

Article Title: Evaluating Partnership Quality and Outcomes Within an Autism Community Collaborative

Article References: Hendrix, N., Ransom, L., Chatson, E., Zambrano, T., & Pickard, K. (2026). Evaluating Partnership Quality and Outcomes Within an Autism Community Collaborative. Journal of Autism and Developmental Disorders. https://doi.org/10.1007/s10803-026-07512-z

Image Credits: AI Generated

DOI: 10.1007/s10803-026-07512-z

Keywords: autism research, community-based participatory research, partnership synergy, community engagement, shared decision-making, qualitative analysis, participatory approaches, autistic self-advocates, relational communication, mixed methods, Journal of Autism and Developmental Disorders, Evaluating