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BACKGROUND: Large language models including GPT-4 (OpenAI) have opened new avenues in health care and qualitative research. Traditional qualitative methods are time-consuming and require expertise to capture nuance. Although large language models have demonstrated enhanced contextual understanding and inferencing compared with traditional natural language processing, their performance in qualitative analysis versus that of humans remains unexplored. OBJECTIVE: We evaluated the effectiveness of GPT-4 versus human researchers in qualitative analysis of interviews with patients with adult-acquired buried penis (AABP). METHODS: Qualitative data were obtained from semistructured interviews with 20 patients with AABP. Human analysis involved a structured 3-stage process-initial observations, line-by-line coding, and consensus discussions to refine themes. In contrast, artificial intelligence (AI) analysis with GPT-4 underwent two phases: (1) a naïve phase, where GPT-4 outputs were independently evaluated by a blinded reviewer to identify themes and subthemes and (2) a comparison phase, where AI-generated themes were compared with human-identified themes to assess agreement. We used a general qualitative description approach. RESULTS: The study population (N=20) comprised predominantly White (17/20, 85%), married (12/20, 60%), heterosexual (19/20, 95%) men, with a mean age of 58.8 years and BMI of 41.1 kg/m2. Human qualitative analysis identified "urinary issues" in 95% (19/20) and GPT-4 in 75% (15/20) of interviews, with the subtheme "spray or stream" noted in 60% (12/20) and 35% (7/20), respectively. "Sexual issues" were prominent (19/20, 95% humans vs 16/20, 80% GPT-4), although humans identified a wider range of subthemes, including "pain with sex or masturbation" (7/20, 35%) and "difficulty with sex or masturbation" (4/20, 20%). Both analyses similarly highlighted "mental health issues" (11/20, 55%, both), although humans coded "depression" more frequently (10/20, 50% humans vs 4/20, 20% GPT-4). Humans frequently cited "issues using public restrooms" (12/20, 60%) as impacting social life, whereas GPT-4 emphasized "struggles with romantic relationships" (9/20, 45%). "Hygiene issues" were consistently recognized (14/20, 70% humans vs 13/20, 65% GPT-4). Humans uniquely identified "contributing factors" as a theme in all interviews. There was moderate agreement between human and GPT-4 coding (κ=0.401). Reliability assessments of GPT-4's analyses showed consistent coding for themes including "body image struggles," "chronic pain" (10/10, 100%), and "depression" (9/10, 90%). Other themes like "motivation for surgery" and "weight challenges" were reliably coded (8/10, 80%), while less frequent themes were variably identified across multiple iterations. CONCLUSIONS: Large language models including GPT-4 can effectively identify key themes in analyzing qualitative health care data, showing moderate agreement with human analysis. While human analysis provided a richer diversity of subthemes, the consistency of AI suggests its use as a complementary tool in qualitative research. With AI rapidly advancing, future studies should iterate analyses and circumvent token limitations by segmenting data, furthering the breadth and depth of large language model-driven qualitative analyses.
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Qualitative Research , Humans , Male , Adult , Middle Aged , Data Analysis , Research Personnel/psychology , Research Personnel/statistics & numerical data , AgedABSTRACT
Background: The Plastic Surgery Central Application (PSCA), designed to provide an equitable and streamlined application for both applicants and programs, was first designed in 2019, piloted in the 2020-21 application cycle, and is now in its fourth cycle in 2023-24. It has included preference signaling since the 2022-23 cycle, a feature in which applicants can send five "signals" to programs to express interest. We surveyed both program directors (PDs) and applicants following the 2023 match on their perceptions of PSCA versus Electronic Residency Application Service (ERAS). Methods: Surveys were deployed to applicants from three integrated plastic surgery programs during the 2022-23 cycle and all PDs. Respondents were asked basic demographic information, which application system they preferred: PSCA or ERAS, how well they were able to highlight/evaluate different areas of the application, and about their experiences specifically with preference signaling. Results: Forty-two (48%) PDs and 93 (29%) applicants responded. Most PDs (72%) and applicants (59%) preferred PSCA, with only 18% and 27% preferring ERAS. The remainder had no preference. Ninety-three percent of applicants reported that the cost savings of the PSCA were important. Most applicants (78%) and PDs (80%) were in favor or strongly in favor of the preference signaling program. Conclusions: Most applicants and PDs prefer PSCA over ERAS. These data, in conjunction with the cost savings, suggest that the PSCA may be a better alternative for the integrated plastic surgery match. Future analyses of these application systems will help provide the best application for prospective residents.
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OBJECTIVE: To identify well-being threats for surgeons and anesthesiologists and develop interventions using the Quality of Life Improvement (QOLI) approach. BACKGROUND: Developing feasible perioperative well-being interventions requires identifying shared and specialty-specific well-being needs. The QOLI framework integrates human-centered design, implementation science, and quality improvement to address well-being needs. METHODS: Anesthesia and surgery faculty in eight perioperative departments at an academic medical center completed cross-sectional surveys containing validated measures of well-being and workplace satisfaction, and open-ended questions about professional motivations, pain points, strategies for improvement, and well-being priorities. Using template analysis, we analyzed open-ended survey data and presented resulting themes at a joint-specialty town hall for live-voting to identify well-being priorities. RESULTS: 104 perioperative faculty completed the survey. Across specialties, higher MHC-SF scores (representative of individual global well-being) were associated with higher satisfaction with workplace control, values, decision latitude, and social support. Anesthesiologists reported lower satisfaction and control than surgeons across multiple domains. Template analysis yielded five areas for intervention: (1) Work culture, (2) Work environment/resources, (3) Sources of fulfillment, (4) Work/life harmony, (5) Financial compensation. Surgeons and anesthesiologists both prioritized high-quality patient care but differed in their other top priorities. The most frequently cited well-being threats for surgeons were OR inefficiencies/delays and excessive workload, while anesthesiologists cited understaffing and unpredictable work hours. CONCLUSIONS: Surgeons and anesthesiologists share many needs and priorities, with pain points that are often negatively synergistic. Applying the QOLI approach across specialties allows for well-being interventions that honor complexity and promote the development of feasible solutions.
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In cross-sectional studies, food insecurity is associated with adverse health and dietary outcomes. Whether self-reported health and dietary outcomes change in response to improvements in food security has not been examined. We sought to examine how increases in food security are related to changes in health and dietary factors. In this longitudinal, observational study, we included adult participants in a clinical-community emergency food assistance program in New York City from July 2020 to November 2021. Program staff measured food security with a validated six-item measure at program enrollment and six-month re-enrollment. Participants self-reported health and dietary factors (vegetable, fruit, juice, and sugar-sweetened beverage (SSB) consumption frequency). We used multivariable regression to examine associations between change in food security with change in health and dietary factors over six months. Among 310 participants, the mean food security score improved by 1.7 ± 2.3 points over six months. In unadjusted models, each point improvement in food security was associated with increased vegetable (ß = 0.10 times; 95% CI: 0.05-0.15); fruit (ß = 0.08 times; 95% CI: 0.03-0.14); and juice (ß = 0.10 times; 95% CI: 0.05-0.15) consumption. In adjusted models, results remained significant for vegetable and fruit consumption, but not juice. Change in food security was not associated with change in health or SSB outcomes. In this cohort during COVID-19, improved food security was associated with improved vegetable and fruit consumption. Randomized trials that examine the effectiveness of clinical-community partnerships focused on improving food security and nutrition are warranted.
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COVID-19 , Food Assistance , Adult , Humans , Cross-Sectional Studies , New York City/epidemiology , COVID-19/epidemiology , Diet , Fruit , Vegetables , Food Supply , Food SecurityABSTRACT
INTRODUCTION/OBJECTIVES: Delivering optimal patient care is impacted by a physician's ability to build trusting relationships with patients. Identifying techniques for rapport building is important for promoting patient-physician collaboration and improved patient outcomes. This study sought to characterize the approaches highly skilled primary care physicians (PCPs) use to effectively connect with diverse patients. METHODS: Using an inductive thematic analysis approach, we analyzed semi-structured interview transcripts with 10 PCPs identified by leadership and/or colleagues for having exceptional patient communication skills. PCPs practiced in 3 diverse clinic settings: (1) academic medical center, (2) Veterans Affairs clinic, and (3) safety-net community clinic. RESULTS AND CONCLUSIONS: The thematic analysis yielded 5 themes that enable physicians to establish connections with patients: Respect for the Patient, Engaged Curiosity, Focused Listening, Mutual Participation, and Self-Awareness. Underlying all of these themes was a quality of authenticity, or a state of symmetry between one's internal experience and external words and actions. Adopting these communication techniques while allowing for adaptability in order to remain authentic in one's interactions with patients may facilitate improved connection and trust with patients. Encouraging physician authenticity in the patient-physician relationship supports a shift toward relationship-centered care. Additional medical education training is needed to facilitate authentic connection between physicians and patients.
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Physician-Patient Relations , Physicians , Humans , Trust , Patient Care , Patients , Communication , Qualitative ResearchSubject(s)
IgA Vasculitis , Neoplasms , Vasculitis , Humans , Vasculitis/diagnosis , Immunoglobulin AABSTRACT
Sponsorship describes a set of actions wherein an influential champion (sponsor) uses their position to actively support a colleague's career by helping them gain visibility, recognition, and/or positions. There is growing awareness of the importance of sponsorship for career advancement in academic medicine, particularly for women and those who are historically underrepresented and excluded in medicine (UIM). This scoping review examines the current landscape of evidence, and knowledge gaps, on sponsorship as it relates to career advancement in academic medicine for women and UIM faculty. We searched peer-reviewed literature in PubMed, Embase, and Web of Science (WoS) over the past 50 years (from 1973 through July 2023). Sixteen studies were included in the final review. We found relative consensus on sponsorship definition and value to career advancement. Heterogeneity in study design limited our ability to directly compare study outcomes. All included studies focused on gender differences in sponsorship: two of four quantitative studies found men were more likely to receive sponsorship, one reported no gender differences, and one was insufficiently powered. All but one of the qualitative studies reported gender differences, with women less likely to access or be identified for sponsorship. The mixed-methods studies suggested sponsorship may vary by career stage. Only two studies analyzed sponsorship for UIM populations. The existing data are inconclusive regarding best ways to measure and assess sponsorship, what institutional support (e.g., structured programs, formal recognition, or incentives for sponsorship) should look like, and at what career stage sponsorship is most important. Addressing this knowledge gap will be critically important for understanding what sponsorship best practices, if any, should be used to promote equity in career advancement in academic medicine. We advocate for commitment at the institutional and national levels to develop new infrastructure for transparently and equitably supporting women and UIM in career advancement.
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Career Mobility , Physicians, Women , Male , Humans , Female , Leadership , Faculty, Medical , Academic Medical CentersABSTRACT
OBJECTIVE: To offer a critique of empathy concept usage in healthcare and medical education research. METHODS: Analysis of current usage and suggestions for authors and researchers. RESULTS: Empathy is often undefined or inconsistently defined, and "empathy" as represented in research covers an unmanageably wide and varied range of intentions, attitudes, emotions, and behaviors. The ubiquitous use of "empathy" as a vague and often undefined umbrella term hinders comprehension and, therefore, scientific progress. Patients are rarely asked directly about empathy; instead, measures of so-called perceived empathy contain descriptive items that could as well be called quality of care, patient-centeredness, or patient satisfaction. CONCLUSIONS: Although "empathy" in medical care is widely valued by researchers, educators, and practitioners, the empathy concept as used in the published literature is overused and unclear, and potentially damaging to scholarship, medical education, and ultimately healthcare. The vague term empathy should be replaced as much as possible with concrete descriptions of what is actually measured, experimentally manipulated, or taught. PRACTICE IMPLICATIONS: Identifying patients' own empathy definitions will improve medical education and medical care through clarifying what clinical behaviors will best fulfill patients' needs and desires. This approach allows for greater specificity and personalized care delivery.
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Education, Medical , Empathy , Humans , Emotions , Patient Satisfaction , Cell ProliferationABSTRACT
BACKGROUND: Food FARMacy is a clinical-community emergency food assistance program developed in response to food insecurity during the COVID-19 pandemic. Few qualitative studies have examined participant, and clinical and community stakeholder experiences with these food assistance programs. OBJECTIVE: To examine the motivations, experiences, and perceptions of Food FARMacy participants and program stakeholders. DESIGN: A qualitative study using in-depth interviews between March 2021 and July 2021. PARTICIPANTS AND SETTING: Twenty-four Food FARMacy participants and 10 program stakeholders in New York, NY (Manhattan, Brooklyn, and Queens) older than age 18 years were interviewed. STATISTICAL ANALYSES PERFORMED: Interviews were recorded, transcribed, translated, and analyzed using thematic analysis. Participant and program stakeholder interviews were analyzed separately. Themes that were salient in both groups were combined for reporting. RESULTS: Both program participants and stakeholders perceived: pandemic-related demands combined with reduced resources motivated participation; convenience, safety, and ease of access facilitated program retention; participants valued fresh produce and diversity of foods; the program improved diet and health; minimizing food waste was a priority; and social cohesion was an unexpected program benefit. Two additional themes among only program stakeholders also were identified: aligned values, flexibility, and communication were key to successful partnerships; and trust between community partners and community members drove programmatic success. CONCLUSIONS: Results suggest that a multisite clinical-community partnership to provide emergency food assistance in New York City can be leveraged to reduce barriers to healthy food access and address food insecurity during crises.
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The history of lamprey evolution has been contentious due to limited morphological differentiation and limited genetic data. Available data has produced inconsistent results, including in the relationship among northern and southern species and the monophyly of putative clades. Here we use whole genome sequence data sourced from a public database to identify orthologs for 11 lamprey species from across the globe and build phylogenies. The phylogeny showed a clear separation between northern and southern lamprey species, which contrasts with some prior work. We also find that the phylogenetic relationships of our samples of two genera, Lethenteron and Eudontomyzon, deviate from the taxonomic classification of these species, suggesting that they require reclassification.
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Genome , Lampreys , Animals , Phylogeny , Lampreys/genetics , Genome/geneticsABSTRACT
INTRODUCTION: Early tracheostomy (ET) is associated with a lower incidence of pneumonia (PNA) and mechanical ventilation duration (MVD) in hospitalized patients with trauma. The purpose of this study is to determine if ET also benefits older adults compared to the younger cohort. METHODS: Adult hospitalized trauma patients who received a tracheostomy as registered in The American College of Surgeons Trauma Quality Improvement Program from 2013 to 2019 were analyzed. Patients with tracheostomy prior to admission were excluded. Patients were stratified into 2 cohorts consisting of those aged ≥65 and those aged <65. These cohorts were analyzed separately to compare the outcomes of ET (<5 d; ET) versus late tracheostomy (LT) (≥5 d; LT). The primary outcome was MVD. Secondary outcomes were in-hospital mortality, hospital length of stay (HLOS), and PNA. Univariate and multivariate analyses were performed with significance defined as P value < 0.05. RESULTS: In patients aged <65, ET was performed within a median of 2.3 d (interquartile range, 0.47-3.8) after intubation and a median of 9.9 d (interquartile range, 7.5-13) in the LT group. The ET group's Injury Severity Score was significantly lower with fewer comorbidities. There were no differences in injury severity or comorbidities when comparing the groups. ET was associated with lower MVD (d), PNA, and HLOS on univariate and multivariate analyses in both age cohorts, although the degree of benefit was higher in the less than 65 y cohort [ET versus LT MVD: 5.08 (4.78-5.37), P < 0.001; PNA: 1.45 (1.36-1.54), P < 0.001; HLOS: 5.48 (4.93-6.04), P < 0.001]. Mortality did not differ based on time to tracheostomy. CONCLUSIONS: ET is associated with lower MVD, PNA, and HLOS in hospitalized patients with trauma regardless of age. Age should not factor into timing for tracheostomy placement.
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Pneumonia , Tracheostomy , Humans , Aged , Tracheostomy/adverse effects , Intensive Care Units , Retrospective Studies , Respiration, Artificial , Length of StaySubject(s)
Anesthesia , Seizures , Child , Humans , Sevoflurane , Seizures/chemically induced , ElectroencephalographyABSTRACT
BACKGROUND: Concurrent hernia repair (HR) with abdominal body contouring procedures (ABD), panniculectomy, and abdominoplasty, has been discussed as a strategy. The purpose of this study is to evaluate potential medical and surgical complications following concurrent ABD-HR, with a greater emphasis on cosmetic abdominoplasty. METHODS: The 2015-2020 ACS-NSQIP datasets were utilized to identify patients who underwent ABD or ABD-HR. Propensity score (PS) matching was used to reduce selection bias by equating groups (ABD vs. ABD-HR) based on covariates. Bivariate analyses of independent variables by our outcomes of interest were performed using the Pearson Chi-Square and Fisher's Exact tests for categorical variables and the Wilcoxon rank-sum test for continuous variables. RESULTS: Of the 14,115 patients identified in the ACS-NSQIP, 13,634 had ABD, while 481 had both ABD and HR. Following PS-matching of the cohorts, ABD (n = 481) and ABD-HR (n = 481), bivariate analysis of the combination of incisional, umbilical, and epigastric hernias indicated longer operative times (mean: 209.6 min) (P < 0.001) and a longer hospital length of stay (mean: 1.9 days) (P < 0.001). The incidence rate of postoperative complications such as wound dehiscence, deep venous thromboembolism, DVT, unplanned return to the OR within 30 days, and other medical complications revealed no significant differences between the two cohorts. A sub-group analysis of wound complications found no significant difference for any wound type. Analysis was also conducted for each type of hernia separately, yielding the same results. CONCLUSION: Our results show no increase in postoperative morbidity when combining ABD and HR compared to ABD alone, suggesting that these procedures can be safely performed concurrently and regardless of the type of hernia.
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Abdominoplasty , Body Contouring , Hernia, Ventral , Humans , Body Contouring/adverse effects , Hernia, Ventral/surgery , Herniorrhaphy/adverse effects , Herniorrhaphy/methods , Postoperative Complications/etiology , Abdominoplasty/adverse effects , Abdominoplasty/methods , Retrospective StudiesABSTRACT
OBJECTIVE: To characterize the efficacy of human papillomavirus (HPV) vaccination as an adjuvant therapy in recurrent respiratory papillomatosis (RRP). DATA SOURCES: PubMed, Embase, Cochrane, Google Scholar, ClinicalTrials.gov, and Web of Science databases were queried for articles published before April 2021. REVIEW METHODS: All retrieved studies (n = 870) were independently analyzed by two reviewers according to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) statement using predefined inclusion and exclusion criteria. 13 studies met inclusion criteria. A random-effects meta-analysis was performed to study intersurgical interval (ISI) and number of surgical procedures per year before and after vaccination. RESULTS: The systematic review included 13 studies, comprising 243 patients. All studies utilized the Gardasil® quadrivalent vaccine, and one study (Yiu et al. 2019) utilized both the quadrivalent and Gardasil® 9-valent vaccines. Our meta-analysis included 62 patients with ISI data across 4 studies, and 111 patients with data on the number of surgical procedures per month across 7 studies. The mean number of surgical procedures decreased by 4.43 per year after vaccination (95% CI, -7.48 to -1.37). Mean ISI increased after vaccination, with a mean difference of 15.73 months (95% CI, 1.46-29.99). Two studies reported on HPV sero-conversion, with HPV seropositivity of 100% prior to vaccination and 25.93% after vaccination. CONCLUSION: The addition of HPV vaccination was associated with an increase in time between surgeries and reduction in the number of surgical procedures required. HPV vaccination may be a beneficial adjuvant treatment for RRP. LEVEL OF EVIDENCE: NA Laryngoscope, 133:2046-2054, 2023.
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Papillomavirus Infections , Papillomavirus Vaccines , Respiratory Tract Infections , Humans , Papillomavirus Vaccines/therapeutic use , Papillomavirus Infections/prevention & control , Papillomavirus Infections/surgery , Human Papillomavirus Recombinant Vaccine Quadrivalent, Types 6, 11, 16, 18 , Human Papillomavirus Viruses , Vaccination , Respiratory Tract Infections/prevention & control , Respiratory Tract Infections/surgeryABSTRACT
One criticism of published curricula addressing implicit bias is that few achieve skill development in implicit bias recognition and management (IBRM). To inform the development of skills-based curricula addressing IBRM, we conducted a scoping review of the literature inquiring, "What interventions exist focused on IBRM in professions related to social determinants of health: education, law, social work, and the health professions inclusive of nursing, allied health professions, and medicine?"Authors searched eight databases for articles published from 2000 to 2020. Included studies: (1) described interventions related to implicit bias; and (2) addressed knowledge, attitude and/or skills as outcomes. Excluded were interventions solely focused on reducing/neutralizing implicit bias. Article review for inclusion and data charting occurred independently and in duplicate. Investigators compared characteristics across studies; data charting focused on educational and assessment strategies. Fifty-one full-text articles for data charting and synthesis, with more than 6568 learners, were selected. Educational strategies included provocative/engagement triggers, the Implicit Association Test, reflection and discussion, and various active learning strategies. Most assessments were self-report, with fewer objective measures. Eighteen funded studies utilized federal, foundation, institutional, and private sources. This review adds to the literature by providing tangible examples of curricula to complement existing frameworks, and identifying opportunities for further research in innovative skills-based instruction, learner assessment, and development and validation of outcome metrics. Continued research addressing IBRM would enable learners to develop and practice skills to recognize and manage their implicit biases during clinical encounters, thereby advancing the goal of improved, equitable patient outcomes.
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Bias, Implicit , Social Determinants of Health , Humans , Health Occupations/education , Curriculum , Problem-Based LearningSubject(s)
Anesthesia , Seizures , Child , Humans , Sevoflurane , Seizures/chemically induced , Seizures/diagnosis , ElectroencephalographyABSTRACT
Violence researchers have highlighted a need to understand connections between campus characteristics and violent victimization among students. Responding to those calls, we systematically reviewed research examining the characteristics of secondary and post-secondary educational settings associated with sexual violence and related victimization experiences, including dating/intimate partner violence, stalking, bullying, hate crimes, and crime more broadly. We screened 1124 quantitative and qualitative records, 43 of which met the inclusion criteria for this systematic review. Evidence emerged for institution demographics, institution type, institution climate, institution financial characteristics, and educational characteristics being related to various forms of victimization; institution setting (urban vs. rural) was not associated with victimization. Additionally, evidence was observed for institution location and size/density. Some factors, including institution type and campus demographics, operated differently for different forms of victimization. We highlight limitations of existing data, including variability in the measurement of victimization outcomes, lack of power to detect differences at the campus level, and challenges of creating a database on victimization that contains campus identifiers. We also reinforce calls for more intersectional research, both in terms of the types of victimization experienced by students as well as in the disproportionate impact victimization may have on students with marginalized identities.
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Bullying , Crime Victims , Intimate Partner Violence , Sex Offenses , Humans , ViolenceABSTRACT
BACKGROUND: This is a time of unprecedented change in healthcare. More physicians are being tasked with stepping into a variety of leadership roles without having received the training needed to be an effective leader. Previous data have demonstrated the effectiveness of both leadership coaching and 360-feedback tools to foster physician well-being and leadership growth. In this proof of concept study, we explore the combined effect of these two tools. The objective of this study was to examine the effect of a brief physician 360 leadership coaching intervention on perception of professional dynamics and acquired leadership skills. METHODS: Participants completed a tailored 360-feedback tool to gather input on their leadership skills, then engaged in five bi-weekly leadership coaching sessions. We conducted a post-intervention semi-structured qualitative interview. Qualitative data were coded using an inductive thematic analysis approach. RESULTS: Twenty-three primary care physicians at an academic medical center engaged in the 360 leadership coaching study. Participants reported that the intervention yielded valuable benefits in five coaching sessions. Two overarching themes emerged: a Shift in leadership awareness and Navigating their environment. Leadership awareness included increased clarity of purpose and role, and recognition that routine feedback is critical to leadership development. Navigating their environment included gaining relationship-building communication, organizational awareness and navigation strategies. CONCLUSIONS: Combining a tailored 360-feedback tool with a five-session leadership coaching intervention provided physicians with valued support infrastructure for becoming more effective leaders. Physicians described a nuanced understanding of the leadership challenges physicians face, and identified the leadership tools needed to navigate the evolving healthcare delivery landscape. Curricula for physician leadership learning could consider this combination of a customized 360 plus targeted leadership coaching for training physician leaders.