'Exploiting problem structure in a genetic algorithm approach to a nurse rostering problem'

There is considerable interest in the use of genetic algorithms to solve problems arising in the areas of scheduling and timetabling. However, the classical genetic algorithm paradigm is not well equipped to handle the conflict between objectives and constraints that typically occurs in such problems. In order to overcome this, successful implementations frequently make use of problem specific knowledge. This paper is concerned with the development of a GA for a nurse rostering problem at a major UK hospital. The structure of the constraints is used as the basis for a co-evolutionary strategy using co-operating sub-populations. Problem specific knowledge is also used to define a system of incentives and disincentives, and a complementary mutation operator. Empirical results based on 52 weeks of live data show how these features are able to improve an unsuccessful canonical GA to the point where it is able to provide a practical solution to the problem.

Determinantes das perturbações musculoesqueléticas nos trabalhadores de cuidados pessoais em residências de apoio ao idoso

Introdução: O enfermeiro especialista em reabilitação é o profissional com competências e conhecimentos para, após o diagnóstico, implementar e monitorizar os resultados dos programas de redução do risco das perturbações musculosqueléticas relacionadas com o trabalho (PME), junto dos trabalhadores de cuidados pessoais em residências de apoio ao idoso, avaliando e introduzindo no processo de prestação de cuidados os necessários ajustamentos, promovendo assim, práticas mais seguras e eficazes. Assim, o presente estudo centrou-se em identificar os determinantes das PME nestes trabalhadores e suas repercussões na saúde. Métodos: Estudo de natureza quantitativa, de tipologia transversal e descritivocorrelacional, com recurso a uma amostra não probabilística por conveniência, constituída por 120 indivíduos, na sua maioria do género feminino (95,8%) e com uma média de idades de 43,21 anos (Dp=10,812 anos). Como instrumento de colheita de dados utilizou-se o inquérito de saúde e trabalho (INSAT), aferido para este domínio de investigação. Resultados: Estes cuidadores formais manifestam défices de saúde com principal relevância para os relacionados com a mobilidade física e dor, quer pela existência de constrangimentos de natureza física e biomecânica, organizacional e psicossocial, bem como de natureza individual. Os problemas de saúde identificados por estes trabalhadores, resultantes das condições e características do trabalho foram: dores de costas (90,8%), dores musculares e articulares (82,5%), varizes (64,2%), dores de cabeça (49,2%) e ansiedade ou irritabilidade (47,5%). Ser do género feminino, ter idade entre os 49-58 anos, ser viúvo ou divorciado, ter doenças crónicas, tomar medicação e efetuar horário diurno, revelaram-se como determinantes percursores das PME assim como, a nível laboral, as características e os constrangimentos organizacionais e relacionais relacionados com o esforço físico, a intensidade e tempo de trabalho, as exigências emocionais, a insuficiência de autonomia e a má qualidade das relações sociais. Conclusão: Estes resultados apontam para a necessidade de desenvolvimento de estratégias preventivas das PME neste grupo profissional, onde é fundamental a intervenção do enfermeiro de reabilitação na implementação de programas de promoção da saúde, gestão do stresse e riscos psicossociais e formação profissional. Palavras-chave: Doenças musculosqueléticas; Enfermagem de Reabilitação; Saúde Ocupacional.

Cuidados de enfermagem à pessoa em situação neurocrítica, potencial dadora de órgãos/tecidos.

Relatório de Trabalho de Projeto apresentado para cumprimento dos requisitos necessários à obtenção do grau de Mestre em Enfermagem Médico-Cirúrgica

Introducing the National Library for Health Skin Conditions Specialist Library

Background: This paper introduces the new National Library for Health Skin Conditions Specialist Library http://www.library.nhs.uk/skin. Description: The aims, scope and audience of the new NLH Skin Conditions Specialist Library, and the composition and functions of its core Project Team, Editorial Team and Stakeholders Group are described. The Library's collection building strategy, resource and information types, editorial policies, quality checklist, taxonomy for content indexing, organisation and navigation, and user interface are all presented in detail. The paper also explores the expected impact and utility of the new Library, as well as some possible future directions for further development. Conclusion: The Skin Conditions Specialist Library is not just another new Web site that dermatologists might want to add to their Internet favourites then forget about it. It is intended to be a practical, "one-stop shop" dermatology information service for everyday practical use, offering high quality, up-to-date resources, and adopting robust evidence-based and knowledge management approaches.

Women's perceptions of Nurse-Midwives' caring behaviours during perinatal loss in Lilongwe, Malawi: An Exploratory study

Objective The Objective for this study was to explore women’s perceptions of and satisfaction with nursing care they received following stillbirth and neonatal death in villages around a community hospital in Lilongwe. Methods This qualitative, exploratory study through a mixture of purposive and snowball sampling, recruited 20 women who had lost a child through stillbirth or neonatal death in the past 2 years. Data were collected through semi-structured interviews in the privacy of the homes of the women. All interviews were tape-recorded and transcribed verbatim and were analyzed using thematic analysis. Results Almost half of the respondents expressed satisfaction with the way nurses cared for them after experiencing perinatal loss, although some felt unable to comment on the quality of care received. However, several bereaved women were dissatisfied with how nurses handled their loss. They noted nurses not providing attention or explanations and some even attributed the death of their child to nurses’ neglect. Conclusions Interventions are needed which foster awareness where nurses become more sensitive to the mothers’ emotional needs in an equally sensitive health care system. There is also need for more research into care provided following perinatal deaths in resource-poor settings to increase the evidence-base for informed and improved care for women who have experienced child loss.

‘Failure to maintain’: care rationing and the clinical and financial burden of nurse sensitive hospital-acquired complications in complex older patients

Background: The ageing population, with concomitant increase in chronic conditions, is increasing the presence of older people with complex needs in hospital. People with dementia are one of these complex populations and are particularly vulnerable to complications in hospital. Registered nurses can offer simultaneous assessment and intervention to prevent or mitigate hospital-acquired complications through their skilled brokerage between patient needs and hospital functions. A range of patient outcome measures that are sensitive to nursing care has been tested in nursing work environments across the world. However, none of these measures have focused on hospitalised older patients. Method: This thesis explores nursing-sensitive complications for older patients with and without dementia using an internationally recognised, risk-adjusted patient outcome approach. Specifically explored are: the differences between rates of complications; the costs of complications; and cost comparisons of patient complexity. A retrospective cohort study of an Australian state’s 2006–07 public hospital discharge data was utilised to identify patient episodes for people over age 50 (N=222,440) where dementia was identified as a primary or secondary diagnosis (N=44,422). Extra costs for patient episodes were estimated based on length of stay (LOS) above the average for each patient’s Diagnosis Related Group (DRG) (N=157,178) and were modelled using linear regression analysis to establish the strongest patient complexity predictors of cost. Results: Hospitalised patients with a primary or secondary diagnosis of dementia had higher rates of complications than did their same-age peers. The highest rates and relative risk for people with dementia were found in four key complications: urinary tract infections; pressure injuries; pneumonia, and delirium. While 21.9% of dementia patients (9,751/44,488, p<0.0001) suffered a complication, only 8.8% of non-dementia patients did so (33,501/381,788, p<0.0001), giving dementia patients a 2.5 relative risk of acquiring a complication (p<0.0001). These four key complications in patients over 50 both with and without dementia were associated with an eightfold increase in length of stay (813%, or 3.6 days/0.4 days) and double the increased estimated mean episode cost (199%, or A$16,403/ A$8,240). These four complications were associated with 24.7% of the estimated cost of additional days spent in hospital in 2006–07 in NSW (A$226million/A$914million). Dementia patients accounted for 22.0% of these costs (A$49million/A$226million) even though they were only 10.4% of the population (44,488/426,276 episodes). Hospital-acquired complications, particularly for people with a comorbidity of dementia, cost more than other kinds of inpatient complexity but admission severity was a better predictor of excess cost. Discussion: Four key complications occur more often in older patients with dementia and the high rate of these complications makes them expensive. These complications are potentially preventable. However, the care that can prevent them (such as mobility, hydration, nutrition and communication) is known to be rationed or left unfinished by nurses. Older hospitalised people who have complex needs, such as those with dementia, are more likely to experience care rationing as their care tends to take longer, be less predictable and less curative in nature. This thesis offers the theoretical proposition that evidence-based nursing practices are rationed for complex older patients and that this rationed care contributes to functional and cognitive decline during hospitalisation. This, in turn, contributes to the high rates of complications observed. Thus four key complications can be seen as a ‘Failure to Maintain’ complex older people in hospital. ‘Failure to Maintain’ is the inadequate delivery of essential functional and cognitive care for a complex older person in hospital resulting in a complication, and is recommended as a useful indicator for hospital quality. Conclusions: When examining extra length of stay in hospital, complications and comorbid dementia are costly. Complications are potentially preventable, and dementia care in hospitals can be improved. Hospitals and governments looking to decrease costs can engage in risk-reduction strategies for common nurse sensitive complications such as healthy nursing work environments that minimise nurses’ rationing of functional and cognitive care. The conceptualisation of complex older patients as ‘business as usual’ rather than a ‘burden’ is likely necessary for sustainable health care services of the future. The use of the ‘Failure to Maintain’ indicators at institution and state levels may aid in embedding this approach for complex older patients into health organisations. Ongoing investigation is warranted into the relationships between the largest health services expense (hospitals), the largest hospital population (complex older patients), and the largest hospital expense (nurses). The ‘Failure to Maintain’ quality indicator makes a useful and substantive contribution to further clinical, administrative and research developments.

Reconfiguring or reproducing intra-professional boundaries? Specialist expertise, generalist knowledge and the ‘modernization’ of the medical workforce

Efforts to ‘modernize’ the clinical workforce of the English National Health Service have sought to reconfigure the responsibilities of professional groups in pursuit of more effective, joined-up service provision. Such efforts have met resistance from professions eager to protect their jurisdictions, deploying legitimacy claims familiar from the insights of the sociology of professions. Yet to date few studies of professional boundaries have grounded these insights in the specific context of policy challenges to the inter- and intra-professional division of labour, in relation the medical profession and other health-related occupations. In this paper we address this gap by considering the experience of newly instituted general practitioners (family physicians) with a special interest (GPSIs) in genetics, introduced to improve genetics knowledge and practice in primary care. Using qualitative data from four comparative case studies, we discuss how an established intra-professional division of labour within medicine—between clinical geneticists and GPs—was opened, negotiated and reclosed in these sites. We discuss the contrasting attitudes towards the nature of genetics knowledge and its application of GPSIs and geneticists, and how these were used to advance conflicting visions of what the nascent GPSI role should involve. In particular, we show how the claims to knowledge of geneticists and GPSIs interacted with wider policy pressures to produce a rather more conservative redistribution of power and responsibility across the intra-professional boundary than the rhetoric of modernization might suggest.

Predictors of Patient Activation Among Underserved Patients in a Nurse-managed Health Center: A Pilot Study

The concept of patient activation has gained traction as the term referring to patients who understand their role in the care process and have “the knowledge, skills and confidence” necessary to manage their illness over time (Hibbard & Mahoney, 2010). Improving health outcomes for vulnerable and underserved populations who bear a disproportionate burden of health disparities presents unique challenges for nurse practitioners who provide primary care in nurse-managed health centers. Evidence that activation improves patient self-management is prompting the search for theory-based self-management support interventions to activate patients for self-management, improve health outcomes, and sustain long-term gains. Yet, no previous studies investigated the relationship between Self-determination Theory (SDT; Deci & Ryan, 2000) and activation. The major purpose of this study, guided by the Triple Aim (Berwick, Nolan, & Whittington, 2008) and nested in the Chronic Care Model (Wagner et al., 2001), was to examine the degree to which two constructs– Autonomy Support and Autonomous Motivation– independently predicted Patient Activation, controlling for covariates. For this study, 130 nurse-managed health center patients completed an on-line 38-item survey onsite. The two independent measures were the 6-item Modified Health Care Climate Questionnaire (mHCCQ; Williams, McGregor, King, Nelson, & Glasgow, 2005; Cronbach’s alpha =0.89) and the 8-item adapted Treatment Self-Regulation Questionnaire (TSRQ; Williams, Freedman, & Deci, 1998; Cronbach’s alpha = 0.80). The Patient Activation Measure (PAM-13; Hibbard, Mahoney, Stock, & Tusler, 2005; Cronbach’s alpha = 0.89) was the dependent measure. Autonomy Support was the only significant predictor, explaining 19.1% of the variance in patient activation. Five of six autonomy support survey items regressed on activation were significant, illustrating autonomy supportive communication styles contributing to activation. These results suggest theory-based patient, provider, and system level interventions to enhance self-management in primary care and educational and professional development curricula. Future investigations should examine additional sources of autonomy support and different measurements of autonomous motivation to improve the predictive power of the model. Longitudinal analyses should be conducted to further understand the relationship between autonomy support and autonomous motivation with patient activation, based on the premise that patient activation will sustain behavior change.

A Bayesian optimization algorithm for the nurse scheduling problem

A Bayesian optimization algorithm for the nurse scheduling problem is presented, which involves choosing a suitable scheduling rule from a set for each nurse’s assignment. Unlike our previous work that used GAs to implement implicit learning, the learning in the proposed algorithm is explicit, i.e. eventually, we will be able to identify and mix building blocks directly. The Bayesian optimization algorithm is applied to implement such explicit learning by building a Bayesian network of the joint distribution of solutions. The conditional probability of each variable in the network is computed according to an initial set of promising solutions. Subsequently, each new instance for each variable is generated by using the corresponding conditional probabilities, until all variables have been generated, i.e. in our case, a new rule string has been obtained. Another set of rule strings will be generated in this way, some of which will replace previous strings based on fitness selection. If stopping conditions are not met, the conditional probabilities for all nodes in the Bayesian network are updated again using the current set of promising rule strings. Computational results from 52 real data instances demonstrate the success of this approach. It is also suggested that the learning mechanism in the proposed approach might be suitable for other scheduling problems.

BOA for nurse scheduling

Our research has shown that schedules can be built mimicking a human scheduler by using a set of rules that involve domain knowledge. This chapter presents a Bayesian Optimization Algorithm (BOA)for the nurse scheduling problem that chooses such suitable scheduling rules from a set for each nurse’s assignment. Based on the idea of using probabilistic models, the BOA builds a Bayesian network for the set of promising solutions and samples these networks to generate new candidate solutions. Computational results from 52 real data instances demonstrate the success of this approach. It is also suggested that the learning mechanism in the proposed algorithm may be suitable for other scheduling problems.

Contributos da enfermagem de reabilitação no incremento da autonomia do utente em cuidados intensivos

Este relatório teve como objetivo a análise reflexiva das competências adquiridas e desenvolvidas durante a unidade curricular Relatório/Estágio, inserida no curso de Mestrado em Enfermagem em Gestão de Unidades de Saúde. O estágio foi realizado na Unidade de Cuidados Intensivos (UCI) Dr. Emílio Moreira do Hospital Doutor José Maria Grande, em Portalegre. Um contexto economicamente recessivo implica uma alteração da gestão de unidades de saúde, que, no entanto, não diminua a qualidade dos cuidados prestados. As intervenções de enfermagem de reabilitação realizadas tiveram como objetivo responder às necessidades dos doentes, incrementando a autonomia dos utentes da UCI, apresentando-se um estudo de caso de uma doente com problemas respiratórios. Os ganhos em saúde, avaliados através do grau de funcionalidade, da mobilidade, da qualidade de vida, aumentam significativamente após as intervenções de enfermagem de reabilitação, conforme é demonstrado pela análise dos resultados do estudo de caso, que corroboram a importância das intervenções de enfermagem de reabilitação na redução do tempo de internamento dos utentes. A presença de um enfermeiro especialista em reabilitação é uma mais-valia numa Unidade de Cuidados Intensivos, devido à vasta área a que consegue dar resposta, contribuindo significativamente para uma maior eficácia na gestão de Unidades de Saúde

Acreditação da Idoneidade Formativa do Contextos de Prática Clínica na UCSP de Monforte

O Modelo de Desenvolvimento Profissional integra o Sistema de Certificação de Competências e o Sistema de Individualização das Especialidades. Na primeira alteração ao estatuto da Ordem dos Enfermeiros configura-se um novo Sistema de Certificação de Competências que contempla um período de Exercício Profissional Tutelado, para atribuição do título de enfermeiro, e um período de Desenvolvimento Profissional Tutelado, para atribuição do título de Enfermeiro Especialista. O Conselho de Enfermagem entende que esta Prática Tutelada deve acontecer em contexto de prática clínica de Idoneidade Formativa, reconhecida e acreditada pela Ordem dos Enfermeiros, e sob a supervisão de um Enfermeiro com certificação de competências, enquanto Supervisor Clínico. O estágio teve como finalidade verificar se estavam reunidas as condições para a candidatura a Acreditação de Idoneidade Formativa do Contextos de Prática Clínica, na UCSP de Monforte. Neste relatório, apresenta-se o trajeto percorrido, no levantamento das condições necessárias para a candidatura à Acreditação.

Acreditação da idoneidade formativa do contexto de prática clínica no S. de Urgência do CHMT – Abrantes

Num contexto de mudança dos estatutos da Ordem dos Enfermeiros, reconhece-se a importância de renovar um Sistema de Certificação de Competências, que é contemplado por um período de Exercício Profissional Tutelado, para a obtenção do título de Enfermeiro, e um período de Desenvolvimento Profissional Tutelado, para a atribuição do título de Enfermeiro Especialista. O Conselho de Enfermagem reconhece que para a obtenção destes títulos, esta Prática Tutelada deve acontecer num contexto de prática clinica de Idoneidade Formativa, reconhecida e acreditada pela Ordem dos Enfermeiros, e sob a supervisão de um Enfermeiro com certificação de competências, com a designação de Enfermeiro Supervisor. Serve então o presente relatório para verificar se, se encontram reunidas as condições para um eventual processo de candidatura a Acreditação de Idoneidade Formativa do Contexto de Prática Clinica, no Serviço de Urgência – Unidade de Abrantes – Centro Hospitalar Médio Tejo. Ao longo do relatório são descritas as fases de implementação e feito o levantamento das condições necessárias à candidatura para o processo de Acreditação