Depth over RGB: automatic evaluation of open surgery skills using depth camera.

PURPOSE: In this paper, we present a novel approach to the automatic evaluation of open surgery skills using depth cameras. This work is intended to show that depth cameras achieve similar results to RGB cameras, which is the common method in the automatic evaluation of open surgery skills. Moreover, depth cameras offer advantages such as robustness to lighting variations, camera positioning, simplified data compression, and enhanced privacy, making them a promising alternative to RGB cameras. METHODS: Experts and novice surgeons completed two simulators of open suturing. We focused on hand and tool detection and action segmentation in suturing procedures. YOLOv8 was used for tool detection in RGB and depth videos. Furthermore, UVAST and MSTCN++ were used for action segmentation. Our study includes the collection and annotation of a dataset recorded with Azure Kinect. RESULTS: We demonstrated that using depth cameras in object detection and action segmentation achieves comparable results to RGB cameras. Furthermore, we analyzed 3D hand path length, revealing significant differences between experts and novice surgeons, emphasizing the potential of depth cameras in capturing surgical skills. We also investigated the influence of camera angles on measurement accuracy, highlighting the advantages of 3D cameras in providing a more accurate representation of hand movements. CONCLUSION: Our research contributes to advancing the field of surgical skill assessment by leveraging depth cameras for more reliable and privacy evaluations. The findings suggest that depth cameras can be valuable in assessing surgical skills and provide a foundation for future research in this area.

Understanding non-routine discharge: Factors that are associated with premature termination from higher levels of care in adults with anorexia nervosa.

This study sought to replicate and extend associations between clinical and demographic features at admission and types of premature treatment termination for adults diagnosed with anorexia nervosa (AN) in higher-level-of-care settings. Secondary data analyses examined a study population comprised of adults with AN (N = 565) who were admitted to one of two United States eating disorder treatment centers (April 2015-April 2020) for intensive outpatient, partial hospitalization, residential, or inpatient services. There were no significant differences in the type of non-routine discharge according to level of care. At admission, those with lower BMI were more likely to discharge against medical advice, and those with lower cognitive restraint and elevated binge eating were more likely to discharge against medical advice or by staff-initiated request, respectively. Discharge by parent/patient request was more likely among those who were older or who reported lower baseline desire for muscularity. Overall older age, elevated binge eating, and lower weight, desire for muscularity, and cognitive restraint may be associated with less tolerance/acceptability for AN treatment. Increased understanding of how to better support patients who admit to higher levels of care with these clinical features will contribute to better odds of completion of a full course of treatment.

Inpatient services showed less routine discharges compared to other levels of careLevel of care does not appear to associate with a specific type of dischargeFactors associated with premature discharge include older age and elevated binge eatingLower weight, desire for muscularity, and restraint associate with premature dischargePatients who admit with lower restraint and BMI are more likely to discharge against medical advice.

Gender identity, race/ethnicity and eating pathology in a treatment-seeking community sample.

Despite the wide-reaching impact of eating disorders (EDs), less is known about eating pathology among individuals across racial/ethnic groups whose gender identity differs from the binary categorization. Examining ED pathology both across binary and minority-gender groups, and relative to racial/ethnic identification is necessary to inform screening and culturally-sensitive intervention efforts. This study investigated patterns of ED symptomology among youth and adults (N = 13658) who telephoned treatment centers in the United States when seeking clinical support for ED symptoms. Analyses examined data from participants who completed a semi-structured clinical interview. Results indicated that Anorexia nervosa was the most common diagnosis in each gender category and for a majority of race/ethnic groups; Black individuals had elevated rates of binge eating disorder. Compared to females, males were less likely to endorse all ED symptoms (ps < .001); gender minority status was also associated with decreased report of a majority of ED symptoms. Asian and Black individuals were less likely than Whites to endorse most ED symptoms. When compared to Whites, Hispanic/Latinx and Bi/Multi-racial participants did not demonstrate significant differences in presentation across a majority of ED symptoms. Overall findings suggest individuals with female gender and White race may seek treatment from an ED treatment facility with greater frequency than other demographic groups. Noted exceptions include Hispanic/Latinx and Bi/Multi-racial individuals, for whom ED pathology may be represented comparably to Whites. While findings confirm traditional patterns in gender and racial/ethnic representation in EDs, current study findings also underscore that EDs are not culture bound.