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OBJECTIVE: This study aimed to describe distinct trajectories of anxiety/depression symptoms and overall health status/quality of life over a period of 18 months following a breast cancer diagnosis, and identify the medical, socio-demographic, lifestyle, and psychological factors that predict these trajectories. METHODS: 474 females (mean age = 55.79 years) were enrolled in the first weeks after surgery or biopsy. Data from seven assessment points over 18 months, at 3-month intervals, were used. The two outcomes were assessed at all points. Potential predictors were assessed at baseline and the first follow-up. Machine-Learning techniques were used to detect latent patterns of change and identify the most important predictors. RESULTS: Five trajectories were identified for each outcome: stably high, high with fluctuations, recovery, deteriorating/delayed response, and stably poor well-being (chronic distress). Psychological factors (i.e., negative affect, coping, sense of control, social support), age, and a few medical variables (e.g., symptoms, immune-related inflammation) predicted patients' participation in the delayed response and the chronic distress trajectories versus all other trajectories. CONCLUSIONS: There is a strong possibility that resilience does not always reflect a stable response pattern, as there might be some interim fluctuations. The use of machine-learning techniques provides a unique opportunity for the identification of illness trajectories and a shortlist of major bio/behavioral predictors. This will facilitate the development of early interventions to prevent a significant deterioration in patient well-being.
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Neoplasias da Mama , Feminino , Humanos , Pessoa de Meia-Idade , Neoplasias da Mama/psicologia , Qualidade de Vida/psicologia , Adaptação Psicológica , Depressão/psicologia , Ansiedade/psicologiaRESUMO
BACKGROUND: Health professionals are often faced with the need to identify women at risk of manifesting poor psychological resilience following the diagnosis and treatment of breast cancer. Machine learning algorithms are increasingly used to support clinical decision support (CDS) tools in helping health professionals identify women who are at risk of adverse well-being outcomes and plan customized psychological interventions for women at risk. Clinical flexibility, cross-validated performance accuracy, and model explainability permitting person-specific identification of risk factors are highly desirable features of such tools. OBJECTIVE: This study aimed to develop and cross-validate machine learning models designed to identify breast cancer survivors at risk of poor overall mental health and global quality of life and identify potential targets of personalized psychological interventions according to an extensive set of clinical recommendations. METHODS: A set of 12 alternative models was developed to improve the clinical flexibility of the CDS tool. All models were validated using longitudinal data from a prospective, multicenter clinical pilot at 5 major oncology centers in 4 countries (Italy, Finland, Israel, and Portugal; the Predicting Effective Adaptation to Breast Cancer to Help Women to BOUNCE Back [BOUNCE] project). A total of 706 patients with highly treatable breast cancer were enrolled shortly after diagnosis and before the onset of oncological treatments and were followed up for 18 months. An extensive set of demographic, lifestyle, clinical, psychological, and biological variables measured within 3 months after enrollment served as predictors. Rigorous feature selection isolated key psychological resilience outcomes that could be incorporated into future clinical practice. RESULTS: Balanced random forest classifiers were successful at predicting well-being outcomes, with accuracies ranging between 78% and 82% (for 12-month end points after diagnosis) and between 74% and 83% (for 18-month end points after diagnosis). Explainability and interpretability analyses built on the best-performing models were used to identify potentially modifiable psychological and lifestyle characteristics that, if addressed systematically in the context of personalized psychological interventions, would be most likely to promote resilience for a given patient. CONCLUSIONS: Our results highlight the clinical utility of the BOUNCE modeling approach by focusing on resilience predictors that can be readily available to practicing clinicians at major oncology centers. The BOUNCE CDS tool paves the way for personalized risk assessment methods to identify patients at high risk of adverse well-being outcomes and direct valuable resources toward those most in need of specialized psychological interventions.
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Neoplasias da Mama , Sistemas de Apoio a Decisões Clínicas , Resiliência Psicológica , Humanos , Feminino , Estudos Prospectivos , Qualidade de Vida , Medição de Risco , Aprendizado de MáquinaRESUMO
OBJECTIVE: The main objective of this prospective multicenter study was to examine whether illness representations of control, affect, and coping behaviors mediate the effects of self-efficacy to cope with cancer on psychological symptoms and overall quality of life, in breast cancer patients. METHOD: Data from 413 women (Mean age = 54.87; SD = 8.01), coming from four countries (i.e., Finland, Israel, Italy, Portugal), who received medical therapy for their early breast cancer, were analyzed. Coping self-efficacy was assessed at baseline. Potential mediators were assessed three months later, and outcomes after six months. RESULTS: Coping self-efficacy was related to all mediators and outcomes. Illness representations of treatment control, positive and negative affect, and certain coping behaviors (mostly, anxiety preoccupation) mediated the effects of coping self-efficacy. Coping self-efficacy was related to each outcome through a different combination of mediators. CONCLUSIONS: Coping self-efficacy is a major self-regulation factor which is linked to well-being through multiple cognitive, emotional, and behavioral pathways. Enhancement of coping self-efficacy should be a central intervention goal for patients with breast cancer, towards promotion of their well-being.
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Neoplasias da Mama , Autoeficácia , Adaptação Psicológica , Cognição , Feminino , Humanos , Pessoa de Meia-Idade , Estudos Prospectivos , Qualidade de VidaRESUMO
PURPOSE: To study different mask types' impact on a sinonasal quality of life. METHODS: For this observational cross-sectional study, a web-based survey was distributed via social media forums. We used the validated Hebrew version of the Sinonasal Outcome Test-22 followed by a questionnaire developed specifically for the present study, focusing on the time of the COVID-19 pandemic (Mask Sinonasal Outcome Test), and questions regarding general health issues. The participants' mask-wearing routine was also studied. RESULTS: Seventy percent of 351 participants had experienced a change in their breathing during the time of the pandemic. The median total Sinonasal Outcome Test-22 score was 13, and 10% of the participants reported a significantly impaired quality of life. According to multivariate analyses, the only subject-related variables significantly associated with the reduced sinonasal quality of life were female gender, younger age, a background of chronic rhinitis and sinusitis, and the mask-wearing average daily duration. The mask sinonasal outcome test convergent validity was confirmed. CONCLUSION: The majority of our survey's responders, predominantly female and younger participants, reported reduced sinonasal quality of life in the COVID-19 pandemic period. It can be attributed to mask-wearing, especially for a prolonged time, irrespective of the existing mask type. These findings should encourage medical companies to produce more "airway-minded" personal protection equipment.
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COVID-19 , Pandemias , Feminino , Humanos , Máscaras , Qualidade de Vida , SARS-CoV-2RESUMO
OBJECTIVES: The diagnosis of breast cancer can be associated with significant emotional distress, yet, over time, cancer survivors also may experience positive psychological changes labeled posttraumatic growth (PTG). Two alternative paths between coping strategies and PTG were tested among breast cancer patients, employing longitudinal design: Would PTG after medical treatment of breast cancer lead to an increase in reporting positive coping strategies; alternatively, would positive coping strategies after medical treatment of breast cancer lead to increased PTG. METHODS: A longitudinal study was conducted among 198 breast cancer patients who completed validated self-report scales, at five time points: at 3 months after completing active medical treatment (T1); after 6 months (T2); after 1 year (T3); after 2 years (T4); and after 7 years (T5). The current study analyzes three time points: T1, T3, and T5 using structural equation modeling. RESULTS: Our results support the path that describes the first alternative, that higher report of PTG after medical treatment of breast cancer patients would lead to increased report of positive coping strategies. In addition, positive coping strategies were found to be positively linked to PTG after 6 months, and the link was slightly stronger after 2 years. Nevertheless, 7 years after diagnosis, no association was found between positive coping strategies and PTG measurements. CONCLUSIONS: Finding positive meaning after coping with breast cancer, as reflected in PTG, may be a significant resource in coping with cancer, and it may lead to increase of positive coping strategies.
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Neoplasias da Mama/psicologia , Sobreviventes de Câncer/psicologia , Crescimento Psicológico Pós-Traumático , Qualidade de Vida/psicologia , Transtornos de Estresse Pós-Traumáticos/psicologia , Adaptação Psicológica , Adulto , Feminino , Humanos , Estudos Longitudinais , Pessoa de Meia-Idade , Autorrelato , Apoio SocialRESUMO
OBJECTIVES: To assess the between-school variation in suicide ideation and to estimate the contribution of school-level attributes, student-level characteristics, and 2 cross-level interactions (school by student) to student suicide ideation. STUDY DESIGN: A secondary analysis of the California Healthy Kids Survey in 2 large and representative samples of California high schools and students: 2009-2011 and 2011-2013. This is a population sample of all public high school students (grades 9 and 11) in California. Analyses were first conducted on surveys administered in the 2011-2013 academic years to 790 schools with 345 203 students and replicated on surveys administered in 2009-2011 to 860 schools with 406 313 students. RESULTS: School-level suicide ideation rates ranged between 4% and 67%, with a median of 19.3% and mean of 20.0% (SD, 5.7%). Student suicide ideation was explained by student-level characteristics (R2 = .20) and to a larger extent by school-level attributes (R2 = .55). Student-level characteristics predictive of suicide ideation included, sex, ethnic and racial affiliation, victimization, and perceptions of school climate. In both samples, school size and average level of academic achievement were not associated with rates of school suicide ideation. Schools with a larger number of girls and higher levels of victimization had higher rates of suicide ideation in both samples. The hypotheses regarding cross-level interactions were not confirmed. CONCLUSIONS: Differences among schools in student suicide ideation are meaningful. The findings suggest an emphasis on the role of schools in prevention programs, public health campaigns to reduce suicide, multilevel research, and theory development.
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Comportamento do Adolescente/psicologia , Instituições Acadêmicas/estatística & dados numéricos , Estudantes/estatística & dados numéricos , Ideação Suicida , Adolescente , California/epidemiologia , Feminino , Inquéritos Epidemiológicos , Humanos , Masculino , Fatores de RiscoRESUMO
OBJECTIVES: Given the increasing reliance on both formal (paid) and informal (unpaid) assistance for the care of older adults and the close relationships which are often formed with home care workers, the present study evaluated satisfaction with the relationship from the perspectives of the three members that make up the home caregiving triad: older adults, their family members and their home care workers. METHODS: We relied on a representative sample of 223 complete caregiving triads composed of an older adult, a family member and a home care worker. Each of the members rated his or her level of satisfaction with all other members in the unit, using a seven-item self-report satisfaction with the relationship scale (e.g., satisfaction with communication, intimacy). The Social Relations Model (SRM) was used to partial out the specific variance associated with each of the members as either an actor (i.e., the average satisfaction as a rater, unrelated to whom the person rates) or a partner (i.e., the unique satisfaction level elicited by a person, which is consistent across all ratings of this person). RESULTS: The structural equations model yielded acceptable results: χ²(3) = 6.94, p = .07. Our analysis revealed that the variability associated with the worker as partner was significantly greater than the variability associated with the older adult as partner (∆χ² [1] = 9.21, p = .002) or with the family member as partner (∆χ² [1] = 8.46, p = .004). CONCLUSIONS: The study highlights the importance of studying satisfaction with the relationship in the home care setting and calls for further examination of the entire caregiving triad. The home care worker plays a key role in ensuring the overall satisfaction in the caregiving triad.
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Cuidadores/psicologia , Família/psicologia , Visitadores Domiciliares/psicologia , Assistência ao Paciente/psicologia , Satisfação Pessoal , Relações Profissional-Família , Qualidade de Vida/psicologia , Adulto , Idoso , Comunicação , Feminino , Idoso Fragilizado , Serviços de Assistência Domiciliar , Humanos , Masculino , Pessoa de Meia-Idade , Assistência ao Paciente/métodos , Fatores Socioeconômicos , Inquéritos e QuestionáriosRESUMO
Previous research indicates that suicidal ideation is higher among military-connected youth than non military-connected youth. This study extends prior work by examining suicidal ideation, plans, and attempts in military-connected and non military-connected adolescents. Data were gathered from 390,028 9th and 11th grade students who completed the 2012-2013 California Healthy Kids Survey. Bivariate comparisons and multivariate logistic analyses were conducted to examine differences in suicidal ideation, plans, attempts, and attempts requiring medical attention between military and not military-connected youth. In multivariate logistic analyses, military-connected youth were at increased risk for suicidal ideation (OR = 1.43, 95 % CI = 1.37-1.49), making a plan to harm themselves (OR = 1.19, CI = 1.06-1.34), attempting suicide (OR = 1.67, CI = 1.43-1.95), and an attempted suicide which required medical treatment (OR = 1.71, CI = 1.34-2.16). These results indicate that military-connected youth statewide are at a higher risk for suicidal ideation, plans, attempts, and attempts requiring medical care because of suicidal behaviors. It is suggested that policies be implemented to increase awareness and screening among primary care providers, school personnel, and military organizations that serve military-connected youth.
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Comportamento do Adolescente/psicologia , Militares/psicologia , Instituições Acadêmicas , Estudantes/psicologia , Ideação Suicida , Suicídio/psicologia , Adolescente , California/epidemiologia , Família/psicologia , Feminino , Inquéritos Epidemiológicos/tendências , Humanos , Masculino , Fatores de Risco , Instituições Acadêmicas/tendências , Suicídio/tendências , Tentativa de Suicídio/psicologia , Tentativa de Suicídio/tendênciasRESUMO
BACKGROUND: Voice and laryngeal pathologies are traditionally arranged in categories. A recent study has suggested an alternative approach, using two continuous scales, Organicity and Tonicity, which form a two-dimensional plane on which all pathologies/conditions can be arranged. OBJECTIVES: This study was designed to examine the validity and reliability of the new continuous 2D model and to learn how it is affected by experts' background characteristics. METHODS: Ninety-three international experts from 16 countries participated in the study and rated a comprehensive list of 35 laryngeal and voice pathologies/conditions on two continuous scales. On the Organicity scale, 0 represented "nonorganic," and 10 defined "organic." Similarly, on the Tonicity scale, 0 described "hypotonic" and 10 represented "hypertonic." RESULTS: Cronbach's alphas were high for Organicity and Tonicity (0.99), with varied interexpert agreement scores. Pathologies/conditions populated all four quadrants of the constructed two-dimensional plane, with a majority of 21 of the 35 located in the first quadrant (high-Tonicity, high-Organicity). Results showed strong replicability when compared to the preliminary study. In addition, ratings on the two scales were found consistent and statistically unaffected by the experts' background characteristics. CONCLUSIONS: The new two-dimensional model is valid and reliable, and it provides a simple yet comprehensive approach for arranging voice disorders using a continuous perspective rather than a categorical one. Furthermore, the new model offers a framework that facilitates examination of the differences in how professional experts view different laryngeal pathologies and conditions.
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OBJECTIVE: Women dealing with breast cancer (BC) face many challenges, one of which is the fear of cancer recurrence (FCR). This study examined whether disease severity predicts FCR 6 months after cancer diagnosis through psychological distress and whether cognitive-emotion regulation moderates this effect. METHOD: The study sample included 656 women from Italy (27.5%), Finland (31.9%), Israel (19.8%), and Portugal (20.8%) diagnosed with Stages I-III of BC. Participants' age ranged between 40 and 70 years (M = 54.92, SD = 8.22). Participants were tracked following BC diagnosis and at 3 and 6 months follow-up. Participants filled out self-report questionnaires, including the FCR inventory-short form, the Hospital Anxiety and Depression Scale, and the cognitive-emotion regulation questionnaire along with medical-social-demographic data. RESULTS: Greater disease severity at baseline indicated by higher cancer stage predicted greater psychological distress, which in turn predicted greater psychological distress at 3 months. The latter predicted greater FCR at 6 months. This serial mediation model was moderated by negative cognitive-emotion regulation. The mediating effect of disease severity on FCR through psychological distress was significant only in women with mean or higher levels of negative cognitive-emotion regulation. CONCLUSION: This study suggests that facilitating psychological well-being and effective cognitive-emotion regulation in the early stages after a cancer diagnosis may protect women from FCR. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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Neoplasias da Mama , Medo , Recidiva Local de Neoplasia , Humanos , Feminino , Neoplasias da Mama/psicologia , Pessoa de Meia-Idade , Medo/psicologia , Adulto , Estudos Prospectivos , Idoso , Recidiva Local de Neoplasia/psicologia , Finlândia , Portugal , Israel , Angústia Psicológica , Itália , Regulação Emocional , Inquéritos e QuestionáriosRESUMO
ABSTRACT: HBI0101 is an academic chimeric antigen receptor T-cell (CART)-targeted to B-cell maturation antigen (BCMA) for the treatment of relapsed and refractory multiple myeloma (R/RMM) and light chain amyloidosis. Herein, we present the phase 1b/2 results of 50 heavily pretreated patients with R/RMM dosed with 800 × 106 CART cells. Inclusion criteria were relatively permissive (i.e., performance status and baseline organ function) and consequently, approximately half of the enrolled patients would have been ineligible for pivotal clinical trials. The median time elapsed from patient enrollment until CART delivery was 25 days (range, 14-65). HBI0101-related toxicities included grade 1 to 3 cytokine release syndrome, grade 3 to 4 hematologic toxicities, and grade 1 to 2 immune effector cell-associated neurotoxicity syndrome. Responses were achieved in 90% of the patients, 56% achieved stringent and complete response, and 70% reached a minimal residual disease negativity. Within a median follow-up of 12.3 months, the median progression-free survival (PFS) was 11.0 months (95% confidence interval [CI], 6.2-14.6), and the overall survival was not reached (95% CI, 13.3 to not reached). Multivariable analysis on patient/disease and CART-related characteristics revealed that high-risk cytogenetic, extramedullary disease, and increased number of effector-memory T cells in CART products were independently associated with inferior PFS. In conclusion, comprehensive analyses of the parameters affecting the response to CART therapy are essential for improving patients' outcome. This trial was registered at www.ClinicalTrials.gov as #NCT04720313.
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Antígeno de Maturação de Linfócitos B , Mieloma Múltiplo , Humanos , Mieloma Múltiplo/tratamento farmacológico , Mieloma Múltiplo/mortalidade , Mieloma Múltiplo/terapia , Antígeno de Maturação de Linfócitos B/antagonistas & inibidores , Masculino , Pessoa de Meia-Idade , Idoso , Feminino , Adulto , Imunoterapia Adotiva/efeitos adversos , Imunoterapia Adotiva/métodos , Resultado do Tratamento , Receptores de Antígenos Quiméricos/uso terapêutico , Recidiva , Idoso de 80 Anos ou mais , Anticorpos Monoclonais HumanizadosRESUMO
BACKGROUND: Post-myocardial infarction (MI) depression and anxiety were found to predict prognosis and quality of life. PURPOSE: The purpose of this study was to test a behavioral pathway from post-MI depression/anxiety to future quality of life. METHODS: This is a longitudinal cohort study. Five hundred forty patients (≤65 years old) filled out questionnaires after a first MI, including socio-demographics, pre-MI health status and behaviors, MI severity, social support, sense of coherence, depression, and anxiety. Reports of health behaviors were obtained 5 years and of quality of life 10 years later. RESULTS: A structural equations model confirmed that depression and anxiety were directly related to poorer quality of life 10 years later. These relationships were partly mediated by a positive association between anxiety and health behaviors at 5 years and a negative one between depression and health behaviors. CONCLUSIONS: The opposite effects of anxiety and depression underscore the need to attend to both emotional reactions to MI while encouraging preventive health behaviors.
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Ansiedade/complicações , Ansiedade/psicologia , Depressão/complicações , Depressão/psicologia , Comportamentos Relacionados com a Saúde , Infarto do Miocárdio/complicações , Infarto do Miocárdio/psicologia , Qualidade de Vida/psicologia , Adulto , Idoso , Feminino , Nível de Saúde , Humanos , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Apoio SocialRESUMO
BACKGROUND: School safety has been a major public health issue in the United States and internationally for more than three decades. Many policies and programs have been developed and implemented to prevent school violence, improve the school climate, and increase safety. There are only a few peer-reviewed studies of changes in school violence over time. The study examined changes over time in school victimization, weapon involvement and school climate, comparing change trajectories by gender and race and different change trajectories among schools. METHODS: A longitudinal study of the biennial California Healthy Kids Survey in secondary schools from 2001 to 2019. The representative sample included 6,219,166 students in grades 7, 9, and 11 (48.8% male) from 3253 schools (66% high schools). RESULTS: All victimization and weapon involvement items had significant and substantial linear reductions. The largest reduction involved being in a physical fight (from 25.4% to 11.0%). There were reductions in weapon involvement (d = 0.46) and victimization (d = 0.38). Biased-based victimization only declined slightly (d = -0.05). School belongingness and safety increased (d = 0.27), adult support increased a small amount (d = 0.05), and student participation declined (d = -0.10). Changes were smallest among White students. Ninety-five percent of the schools showed the same pattern of reductions. CONCLUSIONS: The findings are in contrast to the public's concerns that school violence is a growing problem. Reductions in school violence may result from social investment in school safety. A distinction should be made between school shootings and other forms of school violence.
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Vítimas de Crime , Humanos , Masculino , Estados Unidos , Feminino , Estudos Longitudinais , Violência , Instituições Acadêmicas , California/epidemiologiaRESUMO
OBJECTIVES: This study developed and validated the children's voice questionnaire (CVQ), a new self-administered instrument for children, and evaluated its internal consistency and reliability. STUDY DESIGN: Observational, prospective, cross-sectional study. METHODS: The initial preparation of the CVQ was conducted in four steps. First, individual interviews were conducted with dysphonic and non-dysphonic children and their parents, teachers, and speech pathologists. Second, the responses collected from the interviews were arranged into a comprehensive list of 175 items. Third, this list was reduced to a preliminary 21-item version of the questionnaire, which was tested as a pilot with 254 children. Fourth, a further reduction to 18 items was performed to construct the final version of the CVQ. The questionnaire was then administered to 342 children (73 dysphonic, 269 non-dysphonic) aged 6-18. Simultaneously, the parents of these children completed the pediatric voice handicap index (pVHI). Finally, after 2 weeks, 30 randomly selected children (nine dysphonic, 21 non-dysphonic) completed the CVQ again to evaluate test-retest reliability. RESULTS: High reliability was found for the CVQ (Cronbach's α = 0.94). Test-retest revealed strong and statistically significant reliability (r = 0.79, P < 0.001). A highly significant group difference was found between the CVQ scores obtained for the dysphonic and non-dysphonic groups (t[78.25] = 6.22, P < 0.001). In addition, significant medium-to-strong positive correlations were found between the children's evaluations using the CVQ and their parents' evaluations using the pVHI (0.59 < r < 0.66, P < 0.01). CONCLUSIONS: The newly developed CVQ is a valid and reliable instrument. Findings reveal general agreement between children and their parents, but also show that children's perspective on their dysphonia is not equivalent to the parent's perspective. This demonstrates that combining both perspectives provides a more holistic and complete overview of dysphonic children's voice-related quality of life. The self-administered CVQ reliably differentiates dysphonic from non-dysphonic children and may serve as a valuable tool for the initial or ongoing evaluation of children with voice disorders in clinical and research settings.
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Psychological and physical health among women with breast cancer are linked. However, more research is needed to test the interrelations between psychological and somatic symptoms, over time and throughout the different phases of breast cancer treatment, to determine when and which interventions should be prioritized. Six hundred and eighty nine women from four countries (Finland, Israel, Italy and Portugal) completed questionnaires during their first clinical consultation following diagnosis with breast cancer, and again after 3 and 6 months. The questionnaires included self-reported measures of psychological symptoms (Hospital Anxiety and Depression Scale; the Positive and Negative Affect Schedule Short Form) and somatic symptoms [selected items from the International European Organization for Research and Treatment of Cancer (EORTC) questionnaires]. Psychological and somatic symptoms were relatively stable across the three time-points. Cross-lagged paths leading from somatic to psychological symptoms (beta coefficients of 0.08-0.10), as well as vice-versa (beta 0.11-0.12), were found to be significant. No evidence was found for cross-cultural differences in mutual effects of psychological and somatic symptoms. The findings of this study call for tailoring personal interventions for breast cancer patients-either from a somatic perspective or a psychological perspective-and adjust them to the specific experiences of the individual patient.
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Neoplasias da Mama , Sintomas Inexplicáveis , Humanos , Feminino , Ansiedade , Neoplasias da Mama/psicologia , Europa (Continente) , Inquéritos e Questionários , Depressão/terapiaRESUMO
The current study aimed to track the trajectory of quality of life (QoL) among subgroups of women with breast cancer in the first 12 months post-diagnosis. We also aimed to assess the number and portion of women classified into each distinct trajectory and the sociodemographic, clinical, and psychosocial factors associated with these trajectories. The international sample included 699 participants who were recruited soon after being diagnosed with breast cancer as part of the BOUNCE Project. QoL was assessed at baseline and after 3, 6, 9, and 12 months, and we used Latent Class Growth Analysis to identify trajectory subgroups. Sociodemographic, clinical, and psychosocial factors at baseline were used to predict latent class membership. Four distinct QoL trajectories were identified in the first 12 months after a breast cancer diagnosis: medium and stable (26% of participants); medium and improving (47%); high and improving (18%); and low and stable (9%). Thus, most women experienced improvements in QoL during the first year post-diagnosis. However, approximately one-third of women experienced consistently low-to-medium QoL. Cancer stage was the only variable which was related to the QoL trajectory in the multivariate analysis. Early interventions which specifically target women who are at risk of ongoing low QoL are needed.
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Identifying individual patient characteristics that contribute to long-term mental health deterioration following diagnosis of breast cancer (BC) is critical in clinical practice. The present study employed a supervised machine learning pipeline to address this issue in a subset of data from a prospective, multinational cohort of women diagnosed with stage I-III BC with a curative treatment intention. Patients were classified as displaying stable HADS scores (Stable Group; n = 328) or reporting a significant increase in symptomatology between BC diagnosis and 12 months later (Deteriorated Group; n = 50). Sociodemographic, life-style, psychosocial, and medical variables collected on the first visit to their oncologist and three months later served as potential predictors of patient risk stratification. The flexible and comprehensive machine learning (ML) pipeline used entailed feature selection, model training, validation and testing. Model-agnostic analyses aided interpretation of model results at the variable- and patient-level. The two groups were discriminated with a high degree of accuracy (Area Under the Curve = 0.864) and a fair balance of sensitivity (0.85) and specificity (0.87). Both psychological (negative affect, certain coping with cancer reactions, lack of sense of control/positive expectations, and difficulties in regulating negative emotions) and biological variables (baseline percentage of neutrophils, thrombocyte count) emerged as important predictors of mental health deterioration in the long run. Personalized break-down profiles revealed the relative impact of specific variables toward successful model predictions for each patient. Identifying key risk factors for mental health deterioration is an essential first step toward prevention. Supervised ML models may guide clinical recommendations toward successful illness adaptation.
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Neoplasias da Mama , Saúde Mental , Humanos , Feminino , Estudos Prospectivos , Neoplasias da Mama/diagnóstico , Neoplasias da Mama/psicologia , Algoritmos , Adaptação PsicológicaRESUMO
This study examined the associations between social workers' professional identity and the quality of their work, as reflected by their perceived job performance and sense of personal accomplishment. Based on literature attesting to the contribution of the working alliance between social workers and their service-users to the attainment of interventions' goals, a model in which the working alliance mediated the associations between social workers' professional identity and the quality of their work was also tested. The study's sample consisted of 570 social workers in Israel, from a wide range of professional and organisational backgrounds. The study was cross-sectional, and data were gathered using an online questionnaire. Its results demonstrate direct effects of social workers' professional identity on the quality of their work. At the same time, social workers' working alliance with service-users acted as a mediator in the association between certain aspects of workers' professional identity and the quality of their work. These findings reassert and broaden understandings regarding the crucial role of relationships with service-users in the discussion of social work professional identity and its outcomes. The specific associations found also offer sustenance to the idea that autonomous social workers, who are committed to their profession, manage to generate stronger working alliances with their service-users; which in turn makes them better at what they do.
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Assistentes Sociais , Desempenho Profissional , Estudos Transversais , Humanos , Israel , Serviço SocialRESUMO
OBJECTIVE: The COVID-19 pandemic has led to a critical disruption in the music and performing arts industry, and affected singers and other artists. This study was designed to examine the effect of this unique time on artistic voice users, the way they perceive their voice and their voice-related behaviors. METHODS: A total of 110 participants volunteered for the study: 57 professional artistic voice users (34 singers and 19 actors) and a control group of 53 nonprofessional voice users. All participants completed three questionnaires related to their self-assessment of their voice, their voice difficulties, vocal training, and current stress in the time of the COVID-19 pandemic. RESULTS: Compared to the controls, artistic voice users were more concerned about their voice (P < 0.001), practiced their voice more often (P < 0.001), and experienced more anxiety and stress (P < 0.05). In addition, within the professional group, singers reported practicing their voice in the time of the COVID-19 significantly more than actors (P < 0.01). CONCLUSIONS: Professional artistic voice users experience the COVID-19 pandemic as a stressful time, with negative effects on their well-being and specifically on their voice. This should be considered in the treatment and maintenance of their voice and professional career at current and future stressful times.
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COVID-19 , Canto , Aves Canoras , Distúrbios da Voz , Animais , Humanos , Pandemias , Vocalização Animal , Distúrbios da Voz/epidemiologia , Qualidade da VozRESUMO
Listening effort (LE) has been known to characterize speech recognition in noise regardless of hearing sensitivity and age. Whereas the behavioral measure of dual-task paradigm effectively manifests the cognitive cost that listeners exert when processing speech in background noise, there is no consensus as to a clinical procedure that might best express LE. In order to assess the cognitive load underlying speech recognition in noise and promote counselling for coping strategies, a feasible clinical paradigm is warranted. The ecological validity of such a paradigm might best be demonstrated in middle-aged adults, exhibiting intact hearing sensitivity on one hand, however, experiencing difficulties in degraded listening conditions, unaware of the implicated cognitive cost of speech recognition in noise. To this end, we constructed a dual-task paradigm that consists of a primary task of sentences-in-noise recognition and a secondary task of simple visual colored-shape matching. Research objective was to develop a clinical paradigm for the assessment of LE in middle-aged adults. Participants were 17 middle-aged adults (mean age of 52.81 years) and 23 young adults (mean age of 24.90 years). All participants had normal hearing according to age. Speech stimuli consisted of the Hebrew Matrix sentences in noise test. SRTn was obtained for 80% correct identification. Visual stimuli were colored geometric shapes. Outcome measures were obtained initially for each task separately, to establish performance ability, and then obtained simultaneously. Reaction time and accuracy in the secondary task were the defined metrics for LE. Results: LE was indicated for both groups, however, was more pronounced in the middle-aged, manifested in the visual accuracy and reaction time metrics. Both groups maintained the 80% correct recognition-in-noise in the dual-task, however, the middle-aged group necessitated a better SNR of 1.4dB than the normal hearing group. Moreover, the middle-aged group was taxed in a greater prolongation of reaction time, in order to uphold the correct recognition. Conclusion: a dual-task paradigm consisting of sentences-in-noise primary task combined with a simple secondary task successfully showed different manifestations of LE in middle-aged adults compared to young adults, thus approximating the use of such a paradigm in a clinical setting.