scholarly journals An Intelligent System to Improve Athlete Depression and Eating Disorder using Artificial Intelligence and Big Data Analysis

2021 ◽  
Author(s):  
Xuannuo Chen ◽  
Yu Sun

The inspiration for the creation of this app stemmed from the deeply rooted history of eating disorders in sports, particularly in sports that emphasize appearance and muscularity which often includes gymnastics, figure skating, dance, and diving [1]. All three sports require rapid rotation in the air which automatically results in the necessity of a more stringent weight requirement. Eating disorders can also be aggravated by sports who focus on individual performances rather than team-oriented like basketball or soccer [5]. According to research, up to thirteen percent of all athletes have, or are currently suffering from a form of eating disorder such as anorexia [2] and bulimia [3]. In the National Collegiate Athletic Association, it is estimated that up to sixteen percent of male athletes and forty-five percent of female athletes have been diagnosed with an eating disorder.

2007 ◽  
Vol 1 (4) ◽  
pp. 340-357 ◽  
Author(s):  
Trent A. Petrie ◽  
Christy Greenleaf ◽  
Jennifer E. Carter ◽  
Justine J. Reel

Few studies have been conducted examining male athletes and eating disorders, even though the sport environment may increase their risk. Thus, little information exists regarding the relationship of putative risk factors to eating disorders in this group. To address this issue, we examined the relationship of eating disorder classification to the risk factors of body image concerns (including drive for muscularity), negative affect, weight pressures, and disordered eating behaviors. Male college athletes (N= 199) from three different NCAA Division I universities participated. Only two athletes were classified with an eating disorder, though 33 (16.6%) and 164 (82.4%), respectively, were categorized as symptomatic and asymptomatic. Multivariate analyses revealed that eating disorder classification was unrelated to the majority of the risk factors, although the eating disorder group (i.e., clinical and symptomatic) did report greater fear of becoming fat, more weight pressures from TV and from magazines, and higher levels of stress than the asymptomatic athletes. In addition, the eating disorder group had higher scores on the Bulimia Test-Revised (Thelen, Mintz, & Vander Wal, 1996), which validated the Questionnaire for Eating Disorder Diagnosis (Mintz, O’Halloran, Mulholland, & Schneider, 1997) as a measure of eating disorders with male athletes. These findings suggest that variables that have been supported as risk factors among women in general, and female athletes in particular, may not apply as strongly, or at all, to male athletes.


1996 ◽  
Vol 82 (3) ◽  
pp. 1051-1058 ◽  
Author(s):  
Michele Scharff Olson ◽  
Henry N. Williford ◽  
Leigh Anne Richards ◽  
Jennifer A. Brown ◽  
Steven Pugh

This study examined the possibility of earing disorders in 30 female aerobic dance instructors. All subjects completed a biographical questionnaire and the Eating Disorder Inventory. The results showed that the aerobic instructors yielded scores which were comparable to similarly aged female weight lifters but tended to be lower than those of women distance runners (also of similar age). Interestingly, 23% ( n = 7) of the subjects reported a previous history of bulimia and 17% ( n = 5) reported a previous history of anorexia. Thus, 40% of the instructors indicated a previous experience with eating disorders. Based on all 30 participants, the mean scores associated with Body Dissatisfaction, Drive for Thinness, Ineffectiveness, and Perfectionism were quite comparable to those previously established for anorexic groups. In addition, a relatively high percentage of the sample yielded scores which were actually greater than mean values associated with anorexia patients on nine of the 11 sub-scales. Based on these results, a number of the aerobic dance instructors possessed scores suggesting behaviors and attitudes consistent with female athletes whose sports emphasize leanness and comparable to those who have eating disorders.


1993 ◽  
Vol 38 (7) ◽  
pp. 469-471 ◽  
Author(s):  
Clifford W. Sharp

A woman aged 58 who has been blind since the age of nine months presented with major depression and a 40 year history of an eating disorder characterized by a restriction of food intake and body disparagement. The case is additional evidence that a specifically visual body image is not essential for the development of anorexia nervosa and supports the view that the concept of body image is unnecessary and unproductive in eating disorders. Greater emphasis should be placed on attitudes and feelings toward the body, and the possibility of an eating disorder should be considered in cases of older women with an atypical presentation.


2016 ◽  
Vol 25 (4) ◽  
pp. 395-398 ◽  
Author(s):  
Alyssa J. Wagner ◽  
Casey D. Erickson ◽  
Dayna K. Tierney ◽  
Megan N. Houston ◽  
Cailee E. Welch Bacon

Clinical Scenario:Eating disorders in female athletes are a commonly underdiagnosed condition. Better screening tools for eating disorders in athletic females could help increase diagnosis and help athletes get the treatment they need.Focused Clinical Question:Should screening tools be used to detect eating disorders in female athletes?Summary of Key Findings:The literature was searched for studies that included information regarding the sensitivity and specificity of screening tools for eating disorders in female athletes. The search returned 5 possible articles related to the clinical question; 3 studies met the inclusion criteria (2 cross-sectional studies, 1 cohort study) and were included. All 3 studies reported sensitivity and specificity for the Athletic Milieu Direct Questionnaire version 2, the Brief Eating Disorder in Athletes Questionnaire version 2, and the Physiologic Screening Test to Detect Eating Disorders Among Female Athletes. All 3 studies found that the respective screening tool was able to accurately identify female athletes with eating disorders; however, the screening tools varied in sensitivity and specificity values.Clinical Bottom Line:There is strong evidence to support the use of screening tools to detect eating disorders in female athletes. Screening tools with higher sensitivity and specificity have demonstrated a successful outcome of determining athletes with eating disorders or at risk for developing an eating disorder.Strength of Recommendation:There is grade A evidence available to demonstrate that screening tools accurately detect female athletes at risk for eating disorders.


1998 ◽  
Vol 26 (1) ◽  
pp. 46-51 ◽  
Author(s):  
Anna M. Demirdjian ◽  
Scott G. Petrie ◽  
Carlos A. Guanche ◽  
Kevin A. Thomas

The Noyes and Lysholm knee scoring questionnaires, commonly used for follow-up assessment after knee surgery, were developed based on knees with preexisting pathologic changes and have not been standardized to normal knees. We administered both questionnaires to normal subjects. Any subject reporting a history of injury or surgery to either knee, or preexisting knee pathologic changes, was excluded. From a total of 492 knees evaluated, 418 knees (253 male, 165 female) qualified for statistical analysis. The average age of the group was 17.6 years (range, 13 to 25). For male subjects, the total Noyes and Lysholm scores averaged 99.10 (range, 68 to 100) and 99.10 (range, 77 to 100), respectively. For female subjects, the average Noyes and Lysholm scores were 97.82 (range, 72 to 100) and 97.16 (range, 75 to 100), respectively. The 95% confidence interval computed for each of these groups did not contain the maximal value of 100. The female athletes reported significantly lower total scores than the male athletes on both questionnaires. For the Lysholm questionnaire, the male athletes scored significantly lower than the maximum in all categories except support and stair climbing, and the female athletes scored significantly lower than the maximum in all categories except limp and thigh atrophy. The range of scores found in this highly selected, “normal” population exemplifies the need for more accurate instruments in the evaluation of knee surgical outcomes.


2000 ◽  
Vol 45 (5) ◽  
pp. 471-475 ◽  
Author(s):  
Elliot M Goldner ◽  
Josie Geller ◽  
C Laird Birmingham ◽  
Ronald A Remick

Shoplifting behaviours were examined in an eating disorder group (EDG, n = 48), a psychiatric control group (PCG, n = 46), and an undergraduate control group (UCG, n = 82). They were examined in relation to self-esteem, depression, and eating disorder symptomatology. The 3 groups did not differ in overall history of shoplifting, but EDG women were more likely to have shoplifted in the past 6 months (current shoplifting) and to have shoplifted often than were women from the PCG or UCG. Across all 3 groups, current shoplifting was associated with low self-esteem, elevated depression, and purging behaviours at the time of the assessment. The implications of these findings with regard to the relationship between shoplifting and eating disorder symptomatology will be addressed.


2021 ◽  
Vol 18 (2) ◽  
pp. 331-341
Author(s):  
Berfin Serdil Ors ◽  
Işık Bayraktar

Aim: The purpose of training planning in performance sports is to achieve the desired performance in the target competition. Maintaining the desired performance in the major competition is the main subject of periodization. But at this point, the prediction of the season best, which will serve as a showcase for preparations, is a question as old as the history of training science for coaches. The aim of the study is to examine the variables in the competition period of female and male athletes participated in the top 100 places in the 2018 world lists in the long jump event, to compare by gender, and to create prediction models for the season best and season average performances (SPA) according to the average of first two performances (AF2P). Methods: Ages, total number of days in a season, the number of days between the competitions, total competitions, the number of competitions in which the season's best (SB) performance was achieved, the ratio of the SB to the total number of competitions, the percentages of the first, end, and average scores were analysed. Statistical comparison of female and male athletes was carried out using Independent Samples t-Test. To express the relationships between parameters Pearson correlation coefficients (r) were used. Besides, polynomial regression analysis was used. Finally, the quadratic equations were used to predict SB performance and SPA according to the AF2P. Findings: SB competition, season initial, AF2P, SB, SPA and season-end variables were found to be statistically different between genders. Season initial and SB showed significant relationships for both genders (women; r=0.68; p<0.001; men; r=0.51; p<0.001). AF2P explained 54% of the SB performance for women and 48% for men. Conclusion: The prediction model found in the current study to predict SB performance was applied to the male and female athletes from 2019 season. Models predicted the actual performance with an average of 1.15%. Depending on the close estimation of the actual SB performance of the models; It is thought that the prediction models will enable the trainers to predict the performance of their athletes in target competitions at the beginning of the season.   Özet Amaç: Performans sporlarında antrenman planlamasının amacı hedef yarışmada istenilen performansı yakalamaktır. İstenen performansın da majör yarışmada gerçekleştirilmesi periyodizasyonun ana konusudur. Fakat bu noktada hazırlıkların vitrini niteliğinde olacak sezonun en iyi derecesinin gerçekleşeceği öngörüsü antrenörler için antrenman bilim tarihi kadar eski bir sorudur. Çalışmanın amacı, uzun atlama branşında 2018 dünya listelerinde ilk yüz sırada yer alan kadın ve erkek sporcuların yarışma periyodundaki değişkenleri incelemek, cinsiyetlere göre karşılaştırmak, ilk iki performans ortalamasına göre sezonun en iyi ve ortalama performansları için tahmin modelleri oluşturmaktır. Metot: Çalışmada sporcuların yarışma verileri [yaş, bir sezondaki toplam gün sayısı (SGS), bir sezondaki toplam yarışma sayısı (TYS), sporcunun sezondaki en iyi derecesi (SB), SB performansının gerçekleştiği yarışma (SBY), sporcunun sezonun ilk iki yarışmasındaki performansının ortalaması (İ2PO), sezon en iyi derecesine göre; sezon ortalama (SORT), başlangıç (SBAŞ) ve bitiriş (SBİT) derecelerinin yüzde oranları] incelenmiştir. Parametreler arasındaki ilişkiler için pearson korelasyon (r) istatistiği, ilişkilerin belirleme katsayılarının (r2) bulunmasında polinom regresyonu, cinsiyete göre İ2PO’dan SB ve sezon ortalama performanslarının tahmin modellerinde karesel regresyon modeli kullanılmıştır. Bulgular: SBY, başlangıç, İ2PO, SB, SORT ve SBİT değişkenleri cinsiyetler arasında istatistiksel olarak farklı bulunmuştur. SBAŞ değerleriyle SB performansı arasında iki cinsiyet için anlamlı ilişkiler bulunmuştur (kadınlar; r=0,68; p<0,001; erkekler, r=0,51; p<0,001). İ2PO; kadınlarda SB performansının %54’ünü, erkeklerde; %48’ini açıklayabilmektedir. Sonuç: Çalışmada bulunan İ2PO’na göre SB tahmin modeli, 2019 yılında dünya listelerinde yer alan erkek ve kadın sporculara uygulandığında, modelin SB performansını ortalama %1,15 farkla tahmin ettiği görülmüştür. Modellerin gerçek SB performansını yakın tahmin edebilmesine bağlı olarak; tahmin modellerinin antrenörlerin sezon başında sporcularının hedef yarışmalardaki performanslarını öngörebilmelerine olanak sağlayacağı düşünülmektedir.


2000 ◽  
Vol 10 (2) ◽  
pp. 128-143 ◽  
Author(s):  
Katherine A. Beals ◽  
Melinda M. Manore

The purpose of this study was to delineate and further define the behavioral, psychological, and physical characteristics of female athletes with subclinical eating disorders. Subjects consisted of 24 athletes with subclinical eating disorders (SCED) and 24 control athletes. Group classification was determined by scores on the Eating Disorder Inventory (EDI), the Body Shape Questionnaire (BSQ), and a symptom checklist for eating disorders (EDI-SC). Characteristics representative of the female athletes with subclinical eating disorders were derived from an extensive health and dieting history questionnaire and an in-depth interview (the Eating Disorder Examination). Energy intake and expenditure (kcal/d) were estimated using 7-day weighed food records and activity logs. The characteristics most common in the female athletes with subclinical eating disorders included: (a) preoccupation with food, energy intake, and body weight; (b) distorted body image and body weight dissatisfaction; (c) undue influence of body weight on self-evaluation; (d) intense fear of gaining weight even though at or slightly below (-5%) normal weight; (e) attempts to lose weight using one or more pathogenic weight control methods; (g) food intake governed by strict dietary rules, accompanied by extreme feelings of guilt and self-hatred upon breaking a rule; (h) absence of medical disorder to explain energy restriction, weight loss, or maintenance of low body weight; and (i) menstrual dysfunction. Awareness of these characteristics may aid in more timely identification and treatment of female athletes with disordered eating patterns and, perhaps, prevent the development of more serious, clinical eating disorders.


2017 ◽  
Vol 46 (1) ◽  
pp. 30-36 ◽  
Author(s):  
Adam S. Tenforde ◽  
Allyson L. Parziale ◽  
Kristin L. Popp ◽  
Kathryn E. Ackerman

Background: While sports participation is often associated with health benefits, a subset of athletes may develop impaired bone health. Bone stress injuries (BSIs) are a common overuse injury in athletes; site of injury has been shown to relate to underlying bone health in female athletes. Hypothesis/Purpose: This case series characterizes the association of type of sports participation and anatomic site of BSIs with low bone mineral density (BMD), defined as BMD Z-score <–1.0. Similar to female athletes, it was hypothesized that male athletes who participate in running and sustain BSIs in sites of higher trabecular bone content would be more likely to have low BMD. Study Design: Cohort study; Level of evidence, 3. Methods: Chart review identified 28 male athletes aged 14 to 36 years with history of ≥1 lower-extremity BSI who were referred for evaluation of overall bone health, including assessment of lumbar spine, hip, and/or total body less head BMD per dual-energy x-ray absorptiometry. BMD Z-scores were determined via age, sex, and ethnicity normative values. Prior BSIs were classified by anatomic site of injury into trabecular-rich locations (pelvis, femoral neck, and calcaneus) and cortical-rich locations (tibia, fibula, femur, metatarsal and tarsal navicular). Sport type and laboratory values were also assessed in relationship to BMD. The association of low BMD to anatomic site of BSI and sport were evaluated with P value <.05 as threshold of significance. Results: Of 28 athletes, 12 (43%) met criteria for low BMD. Athletes with a history of trabecular-rich BSIs had a 4.6-fold increased risk for low BMD as compared with those with only cortical-rich BSIs (9 of 11 vs 3 of 17, P = .002). Within sport type, runners had a 6.1-fold increased risk for low BMD versus nonrunners (11 of 18 vs 1 of 10, P = .016). Laboratory values, including 25-hydroxy vitamin D, were not associated with BMD or BSI location. Conclusion: Low BMD was identified in 43% of male athletes in this series. Athletes participating in sports of running and with a history of trabecular-rich BSI were at increased risk for low BMD.


2021 ◽  
Vol 11 ◽  
Author(s):  
Clara Teixidor-Batlle ◽  
Carles Ventura ◽  
Ana Andrés

We determined the prevalence of eating disorder (ED) symptoms among elite Spanish athletes from a broad range of sports and levels of competition and examined the associations between the presence of symptoms and perceived sport-specific weight pressures. We surveyed 646 elite athletes (16.7 ± 4.4 years; 51.08% females) representing 33 sports from top-division teams and two elite athlete training centers in Catalonia. Based on the results of the Eating Attitudes Test-26 responses, 5.1% of athletes (7.6% of females and 2.5% of males) were at risk of EDs. The highest rates of ED symptoms were observed in male endurance athletes and female esthetic athletes. Competition level was not a risk factor. The only gender differences in the presence of ED symptoms by competing level were observed in athletes competing at the national level. Female athletes with ED symptoms scored higher on the two subscales of the Spanish version of the Weight Pressures in Sport (WPS) tool: coach and sport-specific pressures and pressures from teammates and due to uniform. Male athletes with ED symptoms scored higher on the pressures due to uniform subscale. Finally, symptomatic female but not male athletes competing at international and national levels also perceived greater sport-specific weight pressures.


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