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BACKGROUND: The Zic family of transcription factors (TFs) promote both proliferation and maturation of cerebellar granule neurons (CGNs), raising the question of how a single, constitutively expressed TF family can support distinct developmental processes. Here we use an integrative experimental and bioinformatic approach to discover the regulatory relationship between Zic TF binding and changing programs of gene transcription during postnatal CGN differentiation. RESULTS: We first established a bioinformatic pipeline to integrate Zic ChIP-seq data from the developing mouse cerebellum with other genomic datasets from the same tissue. In newborn CGNs, Zic TF binding predominates at active enhancers that are co-bound by developmentally regulated TFs including Atoh1, whereas in mature CGNs, Zic TF binding consolidates toward promoters where it co-localizes with activity-regulated TFs. We then performed CUT&RUN-seq in differentiating CGNs to define both the time course of developmental shifts in Zic TF binding and their relationship to gene expression. Mapping Zic TF binding sites to genes using chromatin looping, we identified the set of Zic target genes that have altered expression in RNA-seq from Zic1 or Zic2 knockdown CGNs. CONCLUSIONS: Our data show that Zic TFs are required for both induction and repression of distinct, developmentally regulated target genes through a mechanism that is largely independent of changes in Zic TF binding. We suggest that the differential collaboration of Zic TFs with other TF families underlies the shift in their biological functions across CGN development.
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Neurons , Transcription Factors , Animals , Transcription Factors/metabolism , Transcription Factors/genetics , Mice , Neurons/metabolism , Cerebellum/metabolism , Cell Differentiation/genetics , Genome , Gene Expression Regulation, DevelopmentalABSTRACT
BACKGROUND: Persistent challenges of fragmented, food safety management in low- and middle-income countries underscore the need for more robustly coordinated mechanisms. National food safety technical working groups, operating under a One Health framework, offer potential in streamlining coordination efforts to effectively address these challenges. However, more clarity regarding their formation and functioning is important for understanding how to best establish and support such groups. The aim of this study is to systematically document the development process of established groups in Vietnam and Ethiopia. METHODS: We assess the process used to establish and support the technical working groups against six critical success factors for multisectoral collaboration: drive change, define, design, realise, relate, and capture success. To do so, we review meeting minutes, Terms of Reference, and other related publications. RESULTS: The analysis underscores the importance of financial and technical support by development partners in initiating working groups while also highlighting the challenge posed by the absence of legal frameworks to secure government commitment. Embedding the technical working groups within existing government structures - such as One Health platforms - from the outset could help to ensure the active participation and sustainability of such groups. CONCLUSION: Both Vietnam and Ethiopia have established operational and institutionalized technical working groups to bolster national food safety efforts under a One Health framework. The approaches employed in these countries could serve as valuable models for others seeking to establish comparable multisectoral collaborative mechanisms to address emerging health risks.
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Background: Research on Coffea arabica focuses on various aspects, including genetics, breeding, climate change resilience, pest and disease management, agronomy, sensory analysis, and sustainability. This study aims to analyze the hotspots, conceptual map and dynamicity, global landscape, and emerging trends in Coffea arabica research (CA-R). Methods: A comprehensive dataset comprising data-driven articles (N = 3967) from 1932 to 2023 was extracted from Scopus using predefined search terms. VOSviewer and Bibliometrix applications were utilized to analyze the data. Thematic evolution was examined by identifying shifts in research focus over time. The global landscape was assessed by examining comparative productivity and collaborative dynamics. Highly-cited CA-R was identified to highlight key findings in specific research areas. Results: The analysis revealed a steady growth of CA-R (annual growth rate = 6.53 %), with strong international collaboration (international co-authorships = 29.35 %) and significant contributions from various countries. Brazil leads the way with 1601 publications, accounting for 28.55 % of the total. Recognizable CA-R focused on important areas such as pollination, shade management, nanotechnology applications, roasting effects, disease management, and environmental impacts. Thematic analysis identified five distinct clusters representing different CA-R themes: "coffee", "coffea," "fermentation," "Coffea arabica," and "climate change." Emerging themes such as "in vitro culture," "sustainable agriculture," "climate change," and "coffee berry borer" were also identified. Conclusion: The current findings enhance our understanding of CA-R and lay the groundwork for future studies in the coffee industry.
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PURPOSE: The aim of this study was to assess whether coaching doctors to enhance ethical decision-making in teams improves (1) goal-oriented care operationalized via written do-not-intubate and do-not attempt cardiopulmonary resuscitation (DNI-DNACPR) orders in adult patients potentially receiving excessive treatment (PET) during their first hospital stay and (2) the quality of the ethical climate. METHODS: We carried out a stepped-wedge cluster randomized controlled trial in the medical intensive care unit (ICU) climate questionnaire (ethical decision-making climate questionnaire, EDMCQ) before and after the study, and anonymously identified PET via an electronic alert during the entire study period. All departments were randomly assigned to a 4-month coaching. At least one month of coaching was compared to less than one month coaching and usual care. The first primary endpoint was the incidence of written DNI-DNACPR decisions. The second primary endpoint was the EDMCQ before and after the study period. Because clinicians identified less PET than required to detect a difference in written DNI-DNACPR decisions, a post-hoc analysis on the overall population was performed. To reduce type I errors, we further restricted the analysis to one of our predefined secondary endpoints (mortality up to 1 year). RESULTS: Of the 442 and 423 clinicians working before and after the study period, respectively 270 (61%) and 261 (61.7%) filled out the EDMCQ. Fifty of the 93 (53.7%) doctors participated in the coaching for a mean (standard deviation [SD]) of 4.36 (2.55) sessions. Of the 7254 patients, 125 (1.7%) were identified as PET, with 16 missing outcome data. Twenty-six of the PET and 624 of the overall population already had a written DNI-DNACPR decision at study entry, resulting in 83 and 6614 patients who were included in the main and post hoc analysis, respectively. The estimated incidence of written DNI-DNACPR decisions in the intervention vs. control arm was, respectively, 29.7% vs. 19.6% (odds ratio 4.24, 95% confidence interval 4.21-4.27; P < 0.001) in PET and 3.4% vs. 1.9% (1.65, 1.12-2.43; P = 0.011) in the overall study population. The estimated mortality at one year was respectively 85% vs. 83.7% (hazard ratio 2.76, 1.26-6.04; P = 0.011) and 14.5% vs. 15.1% (0.89, 0.72-1.09; P = 0.251). The mean difference in EDMCQ before and after the study period was 0.02 points (- 0.18 to 0.23; P = 0.815). CONCLUSION: This study suggests that coaching doctors regarding ethical decision-making in teams safely improves goal-oriented care operationalized via written DNI-DNACPR decisions in hospitalized patients, however without concomitantly improving the quality of the ethical climate.
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AIMS: To develop a scale to assess difficulties that nurses experience when collaborating with physicians in responding to clinical deterioration during night shifts and identify factors associated with scoring using the developed scale. METHODS: A web-based questionnaire with a draft scale, the Nighttime Collaboration Difficulties between Nurses and Physicians for Nurses (NCDNP-N), was distributed to nurses working night shifts in acute-care hospitals across Japan. Data were collected between July and October 2023. Of 435 responses, 405 were examined for the NCDNP-N's psychometric validation, including structural validity, criterion-related validity, and reliability assessments. Multiple linear regression analysis was performed for 385 responses excluded by listwise methods to identify factors associated with NCDNP-N scores. RESULTS: The NCDNP-N has 10 items and three domains: Domain 1, dissatisfaction with physicians' actions; Domain 2, burden of working with night-shift physicians; and Domain 3, barriers to reporting during night shifts. Estimated reliability coefficients exceeded the recommended values. Multiple regression analyses demonstrated that more years of experience in the current ward and frequency of calling the covering physician at night were markedly associated with higher scores, whereas more nursing experience was associated with lower scores. CONCLUSION: We developed the NCDNP-N and confirmed its validity and reliability. The study results suggest that the responsibilities and competence of nurses working night shifts and communication with the night-covering physician are associated with difficulties in nighttime collaboration. The NCDNP-N may help identify challenges in clinical settings as well as can be utilized in the evaluation study for improving nighttime collaboration.
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The French National Animal Health Surveillance Platform (NAHSP) was created in 2011. This network of animal health stakeholders was set up to improve surveillance efficiency for all health risks that threaten animal health, as well as zoonoses affecting human health. The NAHSP steering committee decides on the strategies and program of activities. It is composed of 11 institutions from both public and private sectors (policy-makers, scientific institutions, and representatives of farmers, veterinarians, hunters, and laboratories). A coordination team guarantees the implementation of the program and facilitates the activities of different working groups (WGs). Each WG is composed of technical experts with scientific, legal, and field knowledge from the sectors of animal health (livestock, companion animals, and wildlife), human health, and environmental health. Some WGs focus on a specific disease or health indicator, such as African swine fever or cattle mortality, while others cover cross-cutting topics, such as epidemic intelligence (EI), or specialize in aiding epidemiological investigations, such as the Q fever WG. The NAHSP stands out for its innovative approach because it is based on the concepts of consensus-building among participants, fostering collaboration, and embracing interdisciplinarity. Each proposal designed to improve surveillance is jointly developed by all the stakeholders involved, thereby ensuring its sustainability and acceptability among stakeholders. This process also has added value for decision-makers. As a pioneer platform, the NAHSP inspired the creation of two additional national surveillance platforms in 2018, one for plant health and the other for food chain safety. Both are organized in the same way as the NAHSP, which created a framework to place the emphasis on a One Health approach. For instance, four WGs are common to the three national surveillance platforms. This article aims to present this innovative approach to improve surveillance efficiency that could be of interest to other European countries or that could be rolled out at the European level.
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Students' perceived employability (SPE) can be seen as one of the indicators of technical and vocational education and training (TVET) quality. However, less is known about the determining factors of SPE in vocational education. As the founder of modern vocational education in China, Yanpei Huang has written a large volume on ensuring students' employability and the quality culture of TVET. Nowadays, as the feature and nature of TVET, university-industry collaboration (UIC) has been promoted worldwide. The primary objective of this study was to investigate the influence of quality culture from Yanpei Huang's perspective (YHQC) on the SPE and the UIC role in the relationship between YHQC and SPE in a TVET university in China. Data were collected by questionnaire from 341 students from one vocational education university in China. The questionnaire included measures of quality culture, perceived employability, and UIC. The Structural Equation Modelling by AMOS 25 was used to test the proposed hypothesis. The results indicate that YHQC acts as a significant factor in enhancing SPE, and UIC is found to act as a partial mediator in this relationship. This study has contributed to the literature and practices by presenting a comprehensive quality culture from Yanpei Huang's perspective, confirming the above relationship, and providing practical suggestions for stakeholders to develop a quality culture in TVET institutes, promote UIC, and enhance SPE.
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The endocannabinoid system (ECS) is a critical regulatory network composed of endogenous cannabinoids (eCBs), their synthesizing and degrading enzymes, and associated receptors. It is integral to maintaining homeostasis and orchestrating key functions within the central nervous and immune systems. Given its therapeutic significance, we have launched a series of drug discovery endeavors aimed at ECS targets, including peroxisome proliferator-activated receptors (PPARs), cannabinoid receptors types 1 (CB1R) and 2 (CB2R), and monoacylglycerol lipase (MAGL), addressing a wide array of medical needs. The pursuit of new therapeutic agents has been enhanced by the creation of specialized labeled chemical probes, which aid in target localization, mechanistic studies, assay development, and the establishment of biomarkers for target engagement. By fusing medicinal chemistry with chemical biology in a comprehensive, translational end-to-end drug discovery strategy, we have expedited the development of novel therapeutics. Additionally, this strategy promises to foster highly productive partnerships between industry and academia, as will be illustrated through various examples.
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Chemistry, Pharmaceutical , Drug Discovery , Endocannabinoids , Endocannabinoids/metabolism , Endocannabinoids/chemistry , Humans , Drug Industry , Monoacylglycerol Lipases/metabolism , Monoacylglycerol Lipases/antagonists & inhibitors , Drug Development , AcademiaABSTRACT
Shared appraisals and collaboration within couples play important roles in optimizing health. Less is known about concordance regarding collaboration, factors associated with concordance, and implications for health. Data from 2,761 couples from the Health and Retirement Study (2014/2016 and 2016/2018 waves) were examined to determine within-couple concordance in completion of two tasks (family decisions and medical forms). The majority of couples were concordant regarding who makes family decisions (69.7%) and who completes medical forms (64.4%); 62% agreed they make family decisions collaboratively versus 25.5% completing medical forms collaboratively. Concordance was significantly associated with greater marital support and longer marital duration. Concordance was not significantly associated with depressive symptoms 2 years later, but the link between concordance in making major family decisions and self-rated health differed by age and gender. Future research at the intersection of concordance and collaboration may shed important light on how older couples navigate tasks and decisions.
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CONTEXT: Cultural adaptation is essential for optimizing programs centered around autonomy, such as the Serious Illness Care Program (SICP), especially for populations valuing family-involved decision-making. OBJECTIVES: We aimed to evaluate the feasibility and efficacy of a culturally adapted SICP-based nurse-physician collaborative Advance Care Planning (ACP) intervention tailored for patients with advanced cancer who prefer family-involved decision-making. METHODS: Oncology nurses, extensively trained and closely collaborating with physicians, conducted structured discussions with patients in the intervention group. The culturally adapted SICP-based ACP intervention was supplemented with trust-building, family involvement, and understanding of patient values. Primary inclusion criteria included patients within six weeks of initiating first-line palliative chemotherapy. Primary endpoints were achieving a 70% completion rate and assessing spiritual well-being (FACIT-Sp) at six months. Secondary endpoints included anxiety (GAD-7), depression (PHQ-9), quality of life (QOL) (CoQoLo), and ACP progress (ACP Engagement Scale) at the same interval. RESULTS: Forty-one patients (67.2%) completed the six-month follow-up, falling short of the targeted completion rate. The least-squares mean change from baseline in spiritual well-being at six months was 3.00 in the intervention group and -2.22 in the standard care group (difference, 5.22 points; 95% confidence interval, 1.38-9.06; pâ¯=â¯.009). Similar superiority of the intervention was observed in QOL and ACP progress. CONCLUSION: Despite not meeting the targeted completion rate, the intervention group demonstrated enhanced spiritual well-being, QOL, and ACP progress. Our findings suggest revisions to the intervention manual to improve feasibility and to progress to an efficacy-focused randomized controlled trial.
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The psychologist working in an institution plays a specific role within a multidisciplinary team, where skills are multiple but complementary. As part of a holistic approach, the psychologist's position in relation to other team members, the different functions he or she occupies and his or her ethical responsibility are essential elements in the support provided. Whether supporting professionals or caring for patients, the psychologist brings unique resources to the relational space.
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Interdisciplinary Communication , Patient Care Team , Humans , Patient Care Team/ethics , France , Intersectoral Collaboration , Mental Disorders/nursing , Mental Disorders/psychology , Cooperative Behavior , Interprofessional RelationsABSTRACT
INTRODUCTION: Temporomandibular disorders (TMDs) encompass various conditions affecting the temporomandibular joint and surrounding structures, often presenting with pain, limited movement, and functional impairments. TMDs may affect kissing and oral sex, in addition to influencing sexual function, as any other chronic pain condition. OBJECTIVE: The study sought to examine the connection between TMDs and sexual function. METHODS: A literature review was conducted, synthesizing evidence from various disciplines, including dentistry, physical therapy, psychology, and sexual medicine. Relevant studies were analyzed to elucidate the multifaceted nature of TMDs and their potential impact on sexual health. RESULTS: Emerging evidence suggests a complex relationship between TMDs and sexual function, with chronic pain, psychological distress, and physiological factors potentially contributing to sexual dysfunction. CONCLUSION: Understanding the interconnectedness of TMDs and sexual function is essential for providing comprehensive care. Further research is needed to assess the association between TMDs and sexual dysfunction, elucidate the underlying mechanisms, and develop targeted interventions that address both TMD symptoms and sexual health concerns.
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INTRODUCTION: Sub-optimal community health service delivery (CHSD) has been a challenge constraining community health systems (CHS) globally, especially in developing countries such as Nigeria. This paper examined the key factors that either enhance or constrain CHSD in Nigeria at the individual, community/facility and governmental levels while recommending evidence-based solutions for sustaining and improving CHSD within the framework of CHS. METHODS: Data were collected through a qualitative study undertaken in three states (Anambra, Akwa-Ibom and Kano) in Nigeria. Respondents were formal/informal health providers, community leaders and representatives of civil society organizations all purposively sampled. There were 90 in-depth interviews and 12 focus group discussions, which were audio-recorded, transcribed verbatim and analysed thematically using codes to identify key themes. RESULTS: Factors constraining community health service delivery at the individual level were poor health-seeking behaviour, preference for quacks and male dominance of service delivery; at the community/facility level were superstitious/cultural beliefs and poor attitude of facility workers; at the governmental level were inadequate financial support, embezzlement of funds and inadequate social amenities. Conversely, the enabling factors at the individual level were community members' participation and the compassionate attitude of informal providers. At the community and facility levels, the factors that enhanced service delivery were synergy between formal and informal providers and support from community-based organizations and structures. At the governmental level, the enhancing factors were the government's support of community-based formal/informal providers and a clear line of communication. CONCLUSIONS: Community health service delivery through a functional community-health system can improve overall health systems strengthening and lead to improved community health. Policy-makers should integrate community health service delivery in all program implementation and ultimately work with the community health system as a veritable platform for effective community health service delivery.
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Community Health Services , Delivery of Health Care , Focus Groups , Qualitative Research , Humans , Nigeria , Community Health Services/organization & administration , Male , Female , Delivery of Health Care/organization & administration , Community Health Workers/organization & administration , Patient Acceptance of Health Care , Adult , Attitude of Health Personnel , Health Personnel , Developing Countries , Health Services Accessibility , Middle Aged , GovernmentABSTRACT
For youth care professionals who work with families with complex needs, we implemented an interagency, family-focused approach involving child and adult mental health care services and child protection services. The primary objective of the collaboration was to minimize fragmentation in service delivery and to improve practitioners' self-efficacy in supporting families. A total of 50 families were enrolled between 2020 and 2023. Quantitative descriptive analysis was conducted to map the sample characteristics and the correlations between the practitioners' consultation requests and the recommendations they received. We evaluated the applicability of the model using semi-structured interviews. Results revealed the frequent socioeconomic and psychosocial challenges and co-current mental health issues faced by the families. As expected, practitioners who work with families experiencing complex and multiple problems encountered a range of difficulties in their service delivery. These related to barriers such as poor role demarcation between organizations, practitioners' unrealistic expectations of other services, the impact of multiple problems on family well-being, and complicated family dynamics. The interprofessional collaboration improved the practitioners' self-efficacy in supporting families. They also perceived improvements in child safety. The study emphasizes the need for clear pathways for youth care practitioners to obtain assistance from adult mental health services and to liaise with community support and services. It proposes including adults and young people with lived experiences in the interprofessional collaboration. The study data provides initial evidence that the interagency model has added value for youth care professionals who struggle with issues in family-focused care.
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Public-Private Partnerships (PPPs) have been crucial in medicine research and development (R&D) for decades. Initially, PPPs involved private and academic innovators working in bilateral collaborations to advance pharmaceutical innovation. Later, a precompetitive open innovation environment was created, where multiple public and private innovators collaborated on mutual interests. The entry of regulators and patient interest organizations into PPPs has triggered a third shift from an innovator result-driven to a multi-actor impact-oriented partnership model. Using the second Innovative Medicines Initiative program (IMI2) as an example, this chapter focuses on the increasing roles of patient interest organizations in PPPs in roughly the last decade.Most IMI2 partnerships focused on raising awareness and sharing information tailored to patient needs (listener role) and inviting patients to share their experiences and needs (co-thinker role). Many partnerships also integrated the patient perspective by implementing patient advisory bodies (advisor role) or including patients as equal partners in steering the project (partner role). Notably, partnerships like EUPATI and PARADIGM showed that patient interest organizations can lead initiatives, especially those aiming at advancing patient engagement across the medicine R&D lifecycle (decision-maker role). While the overall impact of patient involvement in the IMI2 program is still being assessed, it has exposed many innovators and regulators to the patient perspective and created a community of patient experts with access to tools and guidelines for meaningful involvement.The PPP model continues to evolve, shifting from a treatment-only to a comprehensive diagnosis, treatment, and monitoring approach by incorporating digital and medical technology actors. This development, alongside continued patient and public integration could revolutionize the R&D and accessibility of new treatments and diagnostics.
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An innovative, case-based continuing medical education course, Health After Cancer: Cancer Survivorship for Primary Care, was developed to engage clinicians in cancer survivorship care. A post-course survey measured the educational impact of the course on learners' intentions to change practice and changes in attitudes related to interprofessional collaborative practice. Qualitative analysis of free text responses was performed using the immersion-crystallization method. Learners earning continuing education credit (N = 1202) completed the post-course evaluation survey: 17.4% physicians, 8.0% advanced practice providers, 56.7% nurses, 2.2% pharmacists, 15.7% other health professionals. Learners' intended practice changes included improving communication (N = 438), incorporating knowledge into practice (N = 282), prioritizing survivorship clinical care (N = 167), and increasing oncology-primary care collaboration for patients (N = 53). Responses frequently involved more than one theme. Specific actions or knowledge that learners intended to incorporate into practice included improving their assessment of cancer survivor's risk and concerns (N = 128), incorporating knowledge of late effects of cancer treatment into practice (N = 122), educating patients about survivorship topics (N = 117), increasing empathy and understanding of survivors' experiences (N = 94), improving listening skills (N = 70), and dedicating more time to survivorship care (N = 63). Learners' changes in attitudes reflected an increased appreciation for collaboration, especially between oncology and primary care clinicians. A continuing medical education course designed to drive interest in engaging with cancer survivorship topics was effective at shaping learners' attitudes and intent to change practice, and has the potential to improve communication, care coordination, and healthcare experiences of cancer survivors.
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Five studies (N = 7972) validated a brief measure and model of four facets of social evaluation (friendliness and morality as horizontal facets; ability and assertiveness as vertical facets). Perceivers expressed their personal impressions or estimated society's impression of different types of targets (i.e., envisioned or encountered groups or individuals) and numbers of targets (i.e., between six and 100) in the separate, items-within-target mode or the joint, targets-within-item mode. Factor analyses confirmed that a two-items-per-facet measure fit the data well and better than a four-items-per-dimension measure that captured the Big Two model (i.e., no facets, just the horizontal and vertical dimensions). As predicted, the correlation between the two horizontal facets and between the two vertical facets was higher than the correlations between any horizontal facet and any vertical facet. Perceivers' evaluations of targets on each facet were predictors of unique and relevant behavior intentions. Perceiving a target as more friendly, moral, able, and assertive increased the likelihood of relying on the target's loyalty, fairness, intellect, and hubris in an economic game, respectively. These results establish the external, internal, convergent, discriminant, and predictive validity of the brief measure and model of four facets of social evaluation.
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Many consultations in general practice concern patients with multimorbidity, pressuring our healthcare systems with complex care needs. The number of people affected from multimorbidity is still increasing, as is the average number of co-occurring diseases per patient. The resulting complexity of care needs cannot be managed by health professionals from a single discipline, but requires interprofessional collaborative practice. This paper describes best practices from the Netherlands to facilitate interprofessional caretaking of patients with multimorbidity in primary care. The focus here is on collaborations within general practice and at community level.
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OBJECTIVES: This study aims to identify challenges nurses face in providing care to older patients with rheumatoid arthritis (RA) in Japan. Methods: Nurses certified by the Japan Rheumatism Foundation were requested via mail to describe challenges in providing care to older RA patients. Qualitative content analysis was used. RESULTS: 182 issues were identified from 152 responses. Twenty categories were grouped into seven components, five of which focused on patients: (1) lack of patient understanding, (2) lack of understanding and support from surrounding people, (3) numerous comorbidities and complications, (4) challenges related to physical strength, and (5) financial issues. Two focused on nurses: (6) lack of knowledge of nurses, and (7) inadequate systems and environment in the workplace. Various difficulties, such as polypharmacy due to multimorbidity, lifestyle issues due to aged couples or those living alone, as well as inadequate decision-making and informed consent due to cognitive decline were also identified. CONCLUSION: Nurses experienced numerous medical and non-medical difficulties in providing care to older RA patients. Assessing patients' comprehension and self-management, and grasping their situations at home are necessary. Along with the improvement of nurses' knowledge and skills, support from their workplace and multidisciplinary team care including families is crucial.
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PURPOSE: The Palliative Care Outcomes Collaboration (PCOC) aims to enhance patient outcomes systematically. However, identifying crucial items and accurately determining PCOC phases remain challenging. This study aims to identify essential PCOC data items and construct a prediction model to accurately classify PCOC phases in terminal patients. METHODS: A retrospective cohort study assessed PCOC data items across four PCOC phases: stable, unstable, deteriorating, and terminal. From July 2020 to March 2023, terminal patients were enrolled. A multinomial mixed-effect regression model was used for the analysis of multivariate PCOC repeated measurement data. RESULTS: The dataset comprised 1933 terminally ill patients from 4 different hospice service settings. A total of 13,219 phases of care were analyzed. There were significant differences in the symptom assessment scale, palliative care problem severity score, Australia-modified Karnofsky performance status, and resource utilization groups-activities of daily living among the four PCOC phases of care. Clinical needs, including pain and other symptoms, declined from unstable to terminal phases, while psychological/spiritual and functional status for bed mobility, eating, and transfers increased. A robust prediction model achieved areas under the curves (AUCs) of 0.94, 0.94, 0.920, and 0.96 for stable, unstable, deteriorating, and terminal phases, respectively. CONCLUSIONS: Critical PCOC items distinguishing between PCOC phases were identified, enabling the development of an accurate prediction model. This model enhances hospice care quality by facilitating timely interventions and adjustments based on patients' PCOC phases.