Teaching Compositionality to CNNs

Convolutional neural networks (CNNs) have shown great success in computer vision, approaching human-level performance when trained for specific tasks via application-specific loss functions. In this paper, we propose a method for augmenting and training CNNs so that their learned features are compositional. It encourages networks to form representations that disentangle objects from their surroundings and from each other, thereby promoting better generalization. Our method is agnostic to the specific details of the underlying CNN to which it is applied and can in principle be used with any CNN. As we show in our experiments, the learned representations lead to feature activations that are more localized and improve performance over non-compositional baselines in object recognition tasks.Comment: Preprint appearing in CVPR 201

Theories of Communication and Uncertainty as a Foundation for Future Research on Nursing Practice

As we enter the age of “precision medicine,” we will need “a greater tolerance of uncertainty and greater facility for calculating and interpreting probabilities than” (Hunter, 2016, p. 711) ever before. Nursing scholarship has produced the most widely known theory of uncertainty in illness (Mishel, 1988, 1990), but it emphasizes the psychological state of and deemphasizes communication. Communication scholars have attempted to overcome this deficit, but two of the most prominent of these perspectives, uncertainty management theory (Brashers, 2001) and the theory of motivated information management (Afifi & Morse, 2004), emphasize processes related to information seeking or avoidance in the service of uncertainty reduction, creation, or maintenance; in so doing, they tend to neglect important variations in the meanings of uncertainty. The article reviews these theories and also problematic integration theory, which centers the task of differentiating forms of uncertainty and other problematic meanings and the importance of form-specific adaptation of communication. The paper concludes with an agenda for collaborations between nursing and communication researchers aimed at advancing theory and practice

Target: The Epic Search for Equilibrium

Target\u27s expansion into food retailing is discussed, along with market share of competitors and future growth plans

The Top 50 Most Cited Articles on the Medial Patellofemoral Ligament (MPFL): A Bibliometric Analysis

Objectives: To determine which original articles on the topic of the medial patellofemoral ligament (MPFL) have been cited the most in the literature utilizing a bibliometric approach. Secondarily, to determine temporal trends between article types. Methods: Articles on the topic of the MPFL were identified by utilizing the Web of Science Database. The search yielded 1,596 results and the top 50 cited original articles were collected for further analysis. The following information was gathered for all included articles: title, first author\u27s name, journal name, year of publication, impact factor of the journal in 2021, total number of citations of the article, average citations per year (ACY), geographic origin, institutions, research theme, and keywords. Articles were then grouped into one of three categories: cadaveric/anatomic, clinical, and radiologic. Results: The total number of citations was 10,393. Publication dates ranged from 1992 to 2015 and majority of articles originated in the United States (38%). Most were published between the years 2000-2009 (66%) and in the journal, American Journal of Sports Medicine (34%). The mean ACY was 11.73 ± SD 5.86 and the Kawasaki Municipal Hospital was the institution with the most articles included in the top 50 (n=6, 12%). The top-cited articles focused on 3 themes: cadaveric/anatomic (n=18, 36%), clinical (n=25, 50%), and radiologic (n=7, 14%). Cadaveric/anatomic articles had the highest average number of citations at 271.4 ± 153.9, followed by radiologic (173.3 ± 53.0) and clinical articles (171.8 ± 102.4). The two most common keywords were “medial patellofemoral ligament” (53%) and “patella” (23%). Over time, clinical articles were more likely to be included in the top 50 list, compared to cadaveric/anatomic/radiologic articles. Conclusion: The current study showcased that the MPFL is a growing area of research. The most impactful articles relate to cadaveric/anatomic articles; however, over time, clinical articles became more prevalent

Thrower\u27s Exostosis of the Shoulder: A Systematic Review with a Novel Classification

Background: A variety of thrower\u27s exostoses are grouped under the term Bennett lesion, which makes understanding diagnosis and treatment difficult. Purpose: To identify all types of reported thrower\u27s and overhead athlete\u27s exostoses and categorize them into a classification system to allow a morphology-based classification. Study Design: Systematic review; Level of evidence, 4. Methods: A systematic review of all articles pertaining to Bennett lesions and thrower\u27s exostosis was performed. The classification and treatments were evaluated to describe the types, proposed causes, diagnosis, and treatment options. Results: A total of 27 studies were included in the systematic review. The anatomic locations referenced in the study demonstrated posteroinferior, posterior, and posterosuperior glenoid lesions. Aggregate radiographic data demonstrated 158 of 306 patients (52%) with a thrower\u27s exostosis of any type and location. Of these 158 patients with a radiographic lesion, 119 (75%) patients were symptomatic. The locations were posteroinferior in 110 patients (70%), directly posterior in 2 patients (1.3%), posterosuperior in 44 patients (28%), and unknown in 2 patients (1.3%). Avulsed lesions were present in 9 (5.7%) posteroinferior lesions, 0 direct posterior lesions, and 2 (1.3%) posterosuperior lesions. Treatment plans included both nonoperative and operative strategies, but operative intervention was more commonly reported for detached lesions. After operative intervention, only 61% of reported athletes returned to preinjury performance. Conclusion: Based on a comprehensive review of the literature, we identified several anatomic locations for a thrower\u27s exostosis beyond the classic Bennett lesion. We categorized the reported exostoses into a new classification system for description of location and type (subperiosteal or free fragment) of the thrower\u27s exostosis, which may be used to study future treatments. Current treatment strategies recommend that surgical treatment of thrower\u27s exostosis is considered only after exhausting nonoperative management because reported return to sport is variable after surgery. The effectiveness of excision or repair for both subperiosteal and detached lesions has not been established

Adatoms and nanoengineering of carbon

We present a new and general mechanism for inter-conversion of carbon structures via a catalytic exchange process, which operates under conditions of Frenkel pair generation. The mechanism typically lowers reaction barriers by a factor of four compared to equivilent uncatalysed reactions. We examine the relevance of this mechanism for fullerene growth, carbon onions and nanotubes, and dislocations in irradiated graphite.Comment: 3 Figures, 5 Page letter accepted for publication in Chemical Physics Letter

Return to Play and Performance Following Anterior Cruciate Ligament Reconstruction in the National Women’s Soccer League

Background: The anterior cruciate ligament (ACL) is a commonly injured ligament in athletes, usually requiring ACL reconstruction (ACLR). Hypothesis/Purpose: To compare the return to play (RTP) and performance level of players following ACLR in the National Women’s Soccer League (NWSL). We hypothesized that there would be a high return to play rate following ACLR in the NWSL, but with a decrease in performance. Methods: NWSL players that underwent ACLR were identified by cross-referencing multiple online resources that were identified between the 2013 and 2020 seasons. Players were classified into the following positions: forward, defender, midfielder, and goalkeeper. The following RTP statistics were assessed: games played, games started, percentage of minutes played, and plus/minus net per 90 minutes. A sub-analysis was also performed to divide players based on median age (≤ 24 vs. \u3e25) at time of injury. Since a majority of these outcomes significantly violated the assumption of normality, continuous variables were reported using medians and interquartile ranges and nonparametric testing methods were used throughout the analysis. Results: A total of 30 NWSL athletes underwent ACLR between the 2013 and 2020 seasons. Midfielders constituted the highest percentage of injuries (n=11, 36.7%) followed by forwards (n=10, 33.3%). Of these 30 players, 27 returned to the NWSL post-injury, constituting a 90.0% RTP rate. The median RTP time was 12.1 months [interquartile range (IQR), 10.9 – 14.3 months]. There was a statistically significant decrease in the percentage of minutes played 1-year pre- and post-injury [median 87.9 (IQR: 80.7 – 90.6) vs. 25.1 (IQR: 16.3 – 57.2); p=0.031]. On age based sub-analysis, older players started significantly more games [median 12.0 (IQR: 3.8 – 18.5) vs. 3.0 (0.5 – 6.0); p=0.048)] and had a higher percentage of minutes played [median 63.0 (IQR: 18.8 – 77.3) vs. 14.9 (2.0 – 21.2); p=0.046] 1-year post injury compared to younger players. Conclusion: Our results support the hypothesis that there is a high RTP rate following ACLR in the NWSL. Following injury, players played in a lower percentage of minutes in the season they returned, with older players starting more games and playing a greater percentage of minutes compared to younger players