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OBJECTIVE: The purpose of this project was to develop a best-practices document on chiropractic care for pregnant and postpartum patients with low back pain (LBP), pelvic girdle pain (PGP), or a combination. METHODS: A modified Delphi consensus process was conducted. A multidisciplinary steering committee of 11 health care professionals developed 71 seed statements based on their clinical experience and relevant literature. A total of 78 panelists from 7 countries were asked to rate the recommendations (70 chiropractors and representatives from 4 other health professions). Consensus was reached when at least 80% of the panelists deemed the statement to be appropriate along with a median response of at least 7 on a 9-point scale. RESULTS: Consensus was reached on 71 statements after 3 rounds of distribution. Statements included informed consent and risks, multidisciplinary care, key components regarding LBP during pregnancy, PGP during pregnancy and combined pain during pregnancy, as well as key components regarding postpartum LBP, PGP, and combined pain. Examination, diagnostic imaging, interventions, and lifestyle factors statements are included. CONCLUSION: An expert panel convened to develop the first best-practice consensus document on chiropractic care for pregnant and postpartum patients with LBP or PGP. The document consists of 71 statements on chiropractic care for pregnant and postpartum patients with LBP and PGP.
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Quiroprática , Dor Lombar , Manipulação Quiroprática , Gravidez , Feminino , Humanos , Consenso , Período Pós-Parto , Dor Lombar/terapia , Dor Lombar/diagnósticoRESUMO
OBJECTIVE: Vitamin D is important in promoting healthy pregnancy and fetal development. We undertook this study to measure 25-hydroxyvitamin D in maternal and cord blood and to identify maternal factors related to vitamin D status in Calgary. METHODS: Blood samples collected at the time of delivery from the Alberta Pregnancy Outcomes and Nutrition study cohort (ApronStudy.ca) participants were processed for plasma and assayed using liquid chromatography mass spectrometry methodology for 25(OH)D3. RESULTS: Ninety-two pairs of maternal and cord blood samples were obtained. The prevalence of 25(OH)D3 insufficiency-25(OH)D3 <75 nmol/L-was 38% and 80% in women and neonates, respectively. Vitamin D supplementation was the only clinical factor associated with 25(OH)D3 sufficiency, and the odds of sufficiency were 3.75 (95% CI 1.00 to 14.07) higher for women and 5.27 (95% CI 1.37 to 20.27) when over 2000 IU/day were used. CONCLUSION: Using liquid chromatography mass spectrometry, we demonstrated a very high prevalence of vitamin D insufficiency in cord blood and that the use of high dose vitamin D was associated with greater odds of sufficiency in pregnant women and cord blood in Alberta.
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Sangue Fetal/química , Deficiência de Vitamina D/epidemiologia , Vitamina D/sangue , Adulto , Alberta/epidemiologia , Calcifediol/sangue , Calcifediol/deficiência , Estudos de Coortes , Suplementos Nutricionais , Feminino , Humanos , Recém-Nascido , Gravidez , Complicações na Gravidez/sangue , Complicações na Gravidez/epidemiologia , Vitamina D/administração & dosagem , Deficiência de Vitamina D/complicaçõesRESUMO
BACKGROUND: Vitamin D is critical for healthy pregnancies and normal fetal development. It is important to accurately ascertain vitamin D status in mothers and their newborns to establish the optimal vitamin D concentration during pregnancy. There are many different metabolites and epimers of vitamin D in peripheral blood and controversy as to the importance of epimers in estimating vitamin D status in maternal and infant health. OBJECTIVES: We undertook this study to measure 25-hydroxyvitamin D metabolites and epimers and their relations in maternal and cord blood and to evaluate the impact of the inclusion of epimers on assessing vitamin D status. METHODS: We performed a substudy in a longitudinal cohort of pregnant women and their infants in Alberta, Canada [APrON (Alberta Pregnancy Outcomes and Nutrition) Study]. Maternal and cord blood plasma collected at the time of newborn delivery was stored at -70°C until testing and assayed for 25-hydroxyergocalciferol [25(OH)D2], 25-hydroxycholecalciferol [25(OH)D3], and 3-epi-25-hydroxycholecalciferol [3-epi-25(OH)D3] by using LC-tandem mass spectrometry. The effect of 3-epi-25(OH)D3 on estimates of vitamin D adequacy was explored by using McNemar's chi-square test at both recommended thresholds of 50 and 75 nmol/L. RESULTS: Ninety-two pairs of maternal and cord blood samples were obtained. 3-Epi-25(OH)D3 was detected in all samples, comprising 6.0% and 7.8% of 25(OH)D3 in maternal and cord blood, respectively. Positive correlations were found between 25(OH)D3 and 3-epi-25(OH)D3 for both maternal and cord blood (maternal blood: r = 0.34, P = 0.01; cord blood: r = 0.44, P = 0.01). In addition, regression analysis showed a significant association between vitamin D supplementation and 3-epi-25(OH)D3 in maternal and cord blood (ß: 0.423; 95% CI: 0.173, 0.672). When 3-epi-25(OH)D3 was not included in plasma vitamin D estimations, 38% of women and 80% of neonates were classified as having an insufficient concentration (<75 nmol/L); however, with 3-epi-25(OH)D3 included, the estimates of insufficiency were significantly lower: 33% and 73% for women and neonates, respectively. CONCLUSIONS: Using LC-MS/MS we showed the presence of 3-epi-25(OH)D3 in all samples of pregnant women and their cord blood, and when the 3-epimer was included in the estimation of status the prevalence of vitamin D insufficiency (<75 nmol/L) was significantly lower. Our data suggest that the high use of dietary supplements in this group of women contributes to 3-epi-25(OH)D3 concentrations in both maternal and cord blood. Further research on the role of the epimers in characterizing vitamin D status in pregnancy and infancy is imperative.
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Calcifediol/sangue , Fenômenos Fisiológicos da Nutrição Materna , Deficiência de Vitamina D/epidemiologia , Vitamina D/sangue , Adulto , Calcifediol/administração & dosagem , Canadá/epidemiologia , Cromatografia Líquida , Suplementos Nutricionais , Feminino , Sangue Fetal/química , Humanos , Recém-Nascido , Modelos Lineares , Estudos Longitudinais , Pessoa de Meia-Idade , Gravidez , Prevalência , Valores de Referência , Fatores Socioeconômicos , Espectrometria de Massas em Tandem , Deficiência de Vitamina D/sangue , Adulto JovemRESUMO
BACKGROUND: The assessment of adverse events from a patient-centered view includes patient-reported adverse outcomes. An adverse outcome refers to any suboptimal outcome experienced by the patient; when adverse outcomes are identified through a patient interview these are called patient-reported adverse outcomes. An adverse event is an adverse outcome that is more likely due to the processes of medical care rather than to the mere progression of disease. In the context of a large-scale study assessing post-hospitalization adverse events, we developed a conceptual framework to assess patient-reported adverse outcomes (PRAOs). This methodological manuscript describes this conceptual framework. METHODS: The PRAO framework builds on a validated adverse event ascertainment method including three phases: Phase 1 involves an inquiry to ascertain the occurrence of any patient-reported adverse outcome. It is completed by a structured telephone interview to obtain details - from a patient perspective - on symptoms that developed and/or worsened after hospitalization. Phase 2 involves the classification of PRAOs by physicians not involved in the patient care. Physician-reviewers then rate the PRAOs using well-adopted scales to determine whether the occurrence was the natural progression of the underlying illness or due to medical care. When the PRAO is rated as "due to medical care", it is then classified as an "adverse event". Phase 3 involves the classification of adverse events as preventable or ameliorable. RESULTS: Out of the 1347 patients contacted at 1-month post-discharge, 469 reported AOs and after reviewing 369 cases, 29 were classified as AEs. Observed agreement levels between raters were 87.3, 85.5, and 85.2 % respectively displaying a good agreement (k > 0.60). CONCLUSION: The framework incorporates PRAOs as a way to identify cases that need to be evaluated for adverse events. Further validation of this framework is warrant with the final aim of implementation at larger scale. The implementation of this framework will enable clinicians, researchers and healthcare institutions to compare outcome rates across providers and over time.
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Hospitalização , Avaliação de Resultados em Cuidados de Saúde/organização & administração , Qualidade da Assistência à Saúde , Autorrelato , Humanos , Masculino , Alta do Paciente , Segurança do PacienteRESUMO
OBJECTIVE: To conduct a thematic analysis of the College of Family Physicians of Canada's (CFPC's) Red Book accreditation standards and the Triple C Competency-based Curriculum objectives with respect to patient safety principles. DESIGN: Thematic content analysis of the CFPC's Red Book accreditation standards and the Triple C curriculum. SETTING: Canada. MAIN OUTCOME MEASURES: Coding frequency of the patient safety principles (ie, patient engagement; respectful, transparent relationships; complex systems; a just and trusting culture; responsibility and accountability for actions; and continuous learning and improvement) found in the analyzed CFPC documents. RESULTS: Within the analyzed CFPC documents, the most commonly found patient safety principle was patient engagement (n = 51 coding references); the least commonly found patient safety principles were a just and trusting culture (n = 5 coding references) and complex systems (n = 5 coding references). Other patient safety principles that were uncommon included responsibility and accountability for actions (n = 7 coding references) and continuous learning and improvement (n = 12 coding references). CONCLUSION: Explicit inclusion of patient safety content such as the use of patient safety principles is needed for residency training programs across Canada to ensure the full spectrum of care is addressed, from community-based care to acute hospital-based care. This will ensure a patient safety culture can be cultivated from residency and sustained into primary care practice.
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Acreditação/normas , Educação Baseada em Competências/normas , Medicina de Família e Comunidade/educação , Internato e Residência/normas , Segurança do Paciente/normas , Canadá , Competência Clínica , Humanos , Atenção Primária à SaúdeRESUMO
OBJECTIVE: Evaluation of fetal position is an important part of prenatal care. A woman with a breech presentation may need referral for external cephalic version, for assisted breech delivery, or to schedule a Caesarean section. In many centres, a breech presentation undetected until labour will result in an emergency Caesarean section, a less desirable alternative for both the mother and the health care system. The anecdotal reports of undiagnosed breech presentations at a busy maternity clinic prompted a study to quantify the missed breech presentations and to evaluate the effectiveness of the current detection process, with the aim of allowing no more than 1% of breech presentations to remain undetected until labour. METHODS: We performed a retrospective analysis of 102 breech deliveries over a 14 month period to quantify missed breech presentations, and used a prospective physician survey documenting how fetal presentation was determined at 186 prenatal visits over four months to analyze the current detection process. RESULTS: We found that approximately 8% of breech presentations were undetected until labour. We concluded that within the limitations of the small sample size evaluated, the current practice of using a vaginal examination to verify fetal presentation determined by abdominal palpation (Leopold's manoeuvres) may not be more accurate than abdominal palpation alone. CONCLUSION: The current detection process resulted in an unacceptably high rate of missed breech presentations. The results of this study prompted the clinic's acquisition of bedside ultrasound capability to assess fetal position.
Objectif : L'évaluation de la position fÅtale constitue une partie importante des soins prénataux. Les patientes dont le fÅtus est en présentation du siège pourraient devoir être orientées vers des services en mesure de procéder à une version céphalique externe, à un accouchement assisté du siège ou à une césarienne. Dans de nombreux centres, une présentation du siège étant passée inaperçue jusqu'au travail mène à la tenue d'une césarienne d'urgence, soit une solution moins souhaitable tant pour la mère que le système de santé. Des signalements isolés de présentations du siège non diagnostiquées au sein d'une clinique de maternité achalandée ont suscité la tenue d'une étude visant à quantifier les présentations du siège étant passées inaperçues et à évaluer l'efficacité du processus actuel de détection, l'objectif final ayant été l'atteinte d'un taux de présentation du siège demeurant inaperçue jusqu'au travail inférieur ou égal à 1 %. Méthodes : Nous avons mené une analyse rétrospective de 102 accouchements du siège sur une période de 14 mois pour quantifier les présentations du siège étant passées inaperçues. De plus, nous avons utilisé un sondage prospectif (mené auprès de médecins) qui a documenté la façon dont la présentation fÅtale avait été déterminée dans le cadre de 186 consultations prénatales sur une période de quatre mois, et ce, pour analyser le processus actuel de détection. Résultats : Nous avons constaté qu'environ 8 % des présentations du siège demeuraient inaperçues jusqu'au travail. Nous en sommes venus à la conclusion que, dans les limites imposées par la faible taille de l'échantillon évalué, la pratique actuelle qui prévoit l'utilisation d'un examen vaginal pour vérifier la présentation fÅtale ayant été déterminée par palpation abdominale (manÅuvres de Leopold) pourrait ne pas être plus précise que le seul recours à la palpation abdominale. Conclusion : Le processus actuel de détection a donné lieu à un taux inacceptablement élevé de présentations du siège étant passées inaperçues. Les résultats de cette étude ont mené la clinique à faire l'acquisition d'appareils permettant la tenue d'échographies au chevet dans le but de déterminer la position fÅtale.
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Apresentação Pélvica/diagnóstico , Erros de Diagnóstico , Feminino , Humanos , Trabalho de Parto , Gravidez , Estudos RetrospectivosRESUMO
The Alberta Pregnancy Outcomes and Nutrition (APrON) study is an ongoing prospective cohort study that recruits pregnant women early in pregnancy and, as of 2012, is following up their infants to 3 years of age. It has currently enrolled approximately 5000 Canadians (2000 pregnant women, their offspring and many of their partners). The primary aims of the APrON study were to determine the relationships between maternal nutrient intake and status, before, during and after gestation, and (1) maternal mood; (2) birth and obstetric outcomes; and (3) infant neurodevelopment. We have collected comprehensive maternal nutrition, anthropometric, biological and mental health data at multiple points in the pregnancy and the post-partum period, as well as obstetrical, birth, health and neurodevelopmental outcomes of these pregnancies. The study continues to follow the infants through to 36 months of age. The current report describes the study design and methods, and findings of some pilot work. The APrON study is a significant resource with opportunities for collaboration.
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Estado Nutricional , Resultado da Gravidez , Alberta , Antropometria , Desenvolvimento Infantil , Fenômenos Fisiológicos da Nutrição Infantil , Pré-Escolar , Estudos de Coortes , Ingestão de Energia , Feminino , Seguimentos , Humanos , Lactente , Modelos Lineares , Estudos Longitudinais , Fenômenos Fisiológicos da Nutrição Materna , Análise Multivariada , Neurônios/metabolismo , Projetos Piloto , Gravidez , Estudos Prospectivos , Fatores Socioeconômicos , Inquéritos e QuestionáriosRESUMO
This prospective, community-based, active surveillance study aimed to report the incidence of moderate, severe, and serious adverse events (AEs) after chiropractic (n = 100) / physiotherapist (n = 50) visit in offices throughout North America between October-2015 and December-2017. Three content-validated questionnaires were used to collect AE information: two completed by the patient (pre-treatment [T0] and 2-7 days post-treatment [T2]) and one completed by the provider immediately post-treatment [T1]. Any new or worsened symptom was considered an AE and further classified as mild, moderate, severe or serious. From the 42 participating providers (31 chiropractors; 11 physiotherapists), 3819 patient visits had complete T0 and T1 assessments. The patients were on average 50±18 years of age and 62.5% females. Neck/back pain was the most common presenting condition (70.0%) with 24.3% of patients reporting no condition/preventative care. From the patients visits with a complete T2 assessment (n = 2136 patient visits, 55.9%), 21.3% reported an AE, of which: 7.9% were mild, 6.2% moderate, 3.7% severe, 1.5% serious, and 2.0% had missing severity rating. The most common symptoms reported with moderate or higher severity were discomfort/pain, stiffness, difficulty walking and headache. This study provides valuable information for patients and providers regarding incidence and severity of AEs following patient visits in multiple community-based professions. These findings can be used to inform patients of what AEs may occur and future research opportunities can focus on mitigating common AEs.
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Quiroprática , Fisioterapeutas , Humanos , Feminino , Masculino , Pessoa de Meia-Idade , Adulto , Estudos Prospectivos , Inquéritos e Questionários , Idoso , Cervicalgia/epidemiologia , IncidênciaRESUMO
BACKGROUND: While bleeding around pregnancy is well described in von Willebrand disease (VWD), risk of pregnancy loss is less certain. We aimed to describe the frequency of pregnancy loss in females with VWD, compared with those with a similar mucocutaneous bleeding phenotype and no VWD, or compared with non-bleeding disorder controls. METHODS: Female patients were consecutively approached in 8 specialty bleeding disorder clinics between 2014-2023. The VWD group was defined as having VWF:Antigen (Ag) and VWF:Activity (Act) levels, each <0.50 IU/mL on ≥2 occasions, and a Condensed MCMDM-1 score of ≥4. The non-VWD mucocutaneous bleeding disorder group had VWF levels ≥0.50 IU/mL on ≥2 occasions and a MCMDM-1 score ≥4. A non-bleeding disorder control group was recruited in pregnancy from a low-risk maternity clinic. RESULTS: There were 150 females in the VWD group, 145 in the non-VWD mucocutaneous bleeding disorder group, and 137 in the control group. There was a similar frequency of individuals with ≥1 loss in the VWD group (45.3%, 68/150), the non-VWD group (56.6%, 82/145) (-11.2%, 97.5% CI -24.2, 1.8%), and the non-bleeding disorder control group (37.2%, 51/137) (8.1%, 97.5% CI -4.9%, 21.1%). Using a logistic regression, the odds ratio of pregnancy losses in the VWD group versus non-VWD group was 0.94 (95% CI 0.65, 1.36). All groups experienced more recurrent losses compared to the literature. CONCLUSIONS: There was no statistically significant difference in risk of pregnancy loss between females with VWD, females with a similar mucocutaneous bleeding phenotype, and with non-bleeding disorder controls.
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BACKGROUND: Pregnant women were recruited into the Alberta Pregnancy Outcomes and Nutrition (APrON) study in two cities in Alberta, Calgary and Edmonton. In Calgary, a larger proportion of women obtain obstetrical care from family physicians than from obstetricians; otherwise the cities have similar characteristics. Despite similarities of the cities, the recruitment success was very different. The purpose of this paper is to describe recruitment strategies, determine which were most successful and discuss reasons for the different success rates between the two cities. METHODS: Recruitment methods in both cities involved approaching pregnant women (< 27 weeks gestation) through the waiting rooms of physician offices, distributing posters and pamphlets, word of mouth, media, and the Internet. RESULTS: Between May 2009 and November 2010, 1,200 participants were recruited, 86% (1,028/1,200) from Calgary and 14% (172/1,200) from Edmonton, two cities with similar demographics. The most effective strategy overall involved face-to-face recruitment through clinics in physician and ultrasound offices with access to a large volume of women in early pregnancy. This method was most economical when clinic staff received an honorarium to discuss the study with patients and forward contact information to the research team. CONCLUSION: Recruiting a pregnancy cohort face-to-face through physician offices was the most effective method in both cities and a new critically important finding is that employing this method is only feasible in large volume maternity clinics. The proportion of family physicians providing antenatal and post-natal care may impact recruitment success and should be studied further.
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Comunicação , Seleção de Pacientes , Relações Profissional-Paciente , Alberta , Estudos de Coortes , Feminino , Humanos , Meios de Comunicação de Massa , Folhetos , Pôsteres como Assunto , Gravidez , Remuneração , Mídias SociaisRESUMO
BACKGROUND: Home care (HC) is a critical component of the ongoing restructuring of healthcare in Canada. It impacts three dimensions of healthcare delivery: primary healthcare, chronic disease management, and aging at home strategies. The purpose of our study is to investigate a significant safety dimension of HC, the occurrence of adverse events and their related outcomes. The study reports on the incidence of HC adverse events, the magnitude of the events, the types of events that occur, and the consequences experienced by HC clients in the province of Ontario. METHODS: A retrospective cohort design was used, utilizing comprehensive secondary databases available for Ontario HC clients from the years 2008 and 2009. The data were derived from the Canadian Home Care Reporting System, the Hospital Discharge Abstract Database, the National Ambulatory Care Reporting System, the Ontario Mental Health Reporting System, and the Continuing Care Reporting System. Descriptive analysis was used to identify the type and frequency of the adverse events recorded and the consequences of the events. Logistic regression analysis was used to examine the association between the events and their consequences. RESULTS: The study found that the incident rate for adverse events for the HC clients included in the cohort was 13%. The most frequent adverse events identified in the databases were injurious falls, injuries from other than a fall, and medication-related incidents. With respect to outcomes, we determined that an injurious fall was associated with a significant increase in the odds of a client requiring long-term-care facility admission and of client death. We further determined that three types of events, delirium, sepsis, and medication-related incidents were associated directly with an increase in the odds of client death. CONCLUSIONS: Our study concludes that 13% of clients in homecare experience an adverse event annually. We also determined that an injurious fall was the most frequent of the adverse events and was associated with increased admission to long-term care or death. We recommend the use of tools that are presently available in Canada, such as the Resident Assessment Instrument and its Clinical Assessment Protocols, for assessing and mitigating the risk of an adverse event occurring.
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Serviço Hospitalar de Emergência/estatística & dados numéricos , Serviços de Assistência Domiciliar , Hospitalização , Erros Médicos/tendências , Idoso , Idoso de 80 Anos ou mais , Intervalos de Confiança , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Razão de Chances , Ontário , Estudos RetrospectivosRESUMO
BACKGROUND: One method utilised to improve the quality of health care is accreditation. Although accreditation has been extensively used in the acute care sector, its presence in primary care is limited and so is our understanding of its nature, uptake and associated outcomes. Because acute care and primary care environments are vastly different, our understanding of acute care accreditation cannot simply be translated to primary care. AIM: The purpose of this paper was to explore the current state of primary care accreditation. METHODS: An extensive search was completed examining peer-reviewed and grey literature. In addition, interviews with key stakeholders involved in primary care accreditation were undertaken. RESULTS: From the 501 reviewed abstracts, 62 papers were used in this review in addition to 72 sources from grey literature. Eight interviews were also held with key informants. CONCLUSIONS: In this review of the available literature of accreditation within primary care, it was found that accreditation in this sector is generally non-government funded and voluntary with some countries offering financial incentives. It was evident that there is a dearth of research on the nature and uptake of accreditation in this sector, along with how accreditation affects outcomes of care, whether it is an effective method to improve quality, perceptions of care, healthcare utilisation and costs. These findings imply that further research is required to examine the possible impact accreditation may have on health care within primary care.
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Acreditação/normas , Atenção Primária à Saúde/normas , Garantia da Qualidade dos Cuidados de Saúde/normas , HumanosRESUMO
BACKGROUND: Most prescriptions for sedative-hypnotics are written by family physicians. Given the influence of preceptors on residents' prescribing, this study explored how family physician preceptors manage sleeping problems. METHODS: Family physician preceptors affiliated with a postgraduate training program in Alberta were invited to participate in this mixed-methods study, conducted from January to October 2021. It included a quantitative survey of preceptors' attitudes to treatment options for sleep disorder, perceptions of patient expectations and self-efficacy beliefs. Participants indicated their responses on a 5-point Likert scale ranging from "strongly disagree" to "strongly agree." Respondents were then asked whether they were interested in participating in a semistructured qualitative interview that elicited preceptors' management of sleep disorder in response to a series of vignettes. We analyzed the quantitative data using descriptive statistics and the qualitative interviews using thematic analysis. RESULTS: Of the 76 preceptors invited to participate, 47 (62%) completed the survey, and 10 were interviewed. Thirty-two survey respondents (68%) were in academic teaching clinics, and 15 (32%) were from community clinics. The majority of participants (34 [72%]) agreed they had sufficient expertise to use nondrug treatment. Most (43 [91%]) had made efforts to reduce prescribing, and 45 (96%) felt able to support patients empathically when not using sleeping medication. The qualitative data showed that management of sleeping disorder was emotionally challenging. Participants hesitated to prescribe sedatives and reported "exceptions" to prescribing, many of which included indications within guideline recommendations. Participants were reluctant to change a colleague's management. INTERPRETATION: Preceptors were confident using nonpharmacologic management to treat sleep disorder and hesitant to use sedative-hypnotics, presenting legitimate use of sedatives as exceptional behaviour. Acknowledging social norms and affective aspects involved in prescribing may support balanced prescribing of sedative-hypnotics for sleep disorder and reduce physician anxiety.
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Risk prediction models are frequently used to identify individuals at risk of developing hypertension. This study evaluates different machine learning algorithms and compares their predictive performance with the conventional Cox proportional hazards (PH) model to predict hypertension incidence using survival data. This study analyzed 18,322 participants on 24 candidate features from the large Alberta's Tomorrow Project (ATP) to develop different prediction models. To select the top features, we applied five feature selection methods, including two filter-based: a univariate Cox p-value and C-index; two embedded-based: random survival forest and least absolute shrinkage and selection operator (Lasso); and one constraint-based: the statistically equivalent signature (SES). Five machine learning algorithms were developed to predict hypertension incidence: penalized regression Ridge, Lasso, Elastic Net (EN), random survival forest (RSF), and gradient boosting (GB), along with the conventional Cox PH model. The predictive performance of the models was assessed using C-index. The performance of machine learning algorithms was observed, similar to the conventional Cox PH model. Average C-indexes were 0.78, 0.78, 0.78, 0.76, 0.76, and 0.77 for Ridge, Lasso, EN, RSF, GB and Cox PH, respectively. Important features associated with each model were also presented. Our study findings demonstrate little predictive performance difference between machine learning algorithms and the conventional Cox PH regression model in predicting hypertension incidence. In a moderate dataset with a reasonable number of features, conventional regression-based models perform similar to machine learning algorithms with good predictive accuracy.
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Algoritmos , Hipertensão , Humanos , Incidência , Canadá , Hipertensão/epidemiologia , Aprendizado de MáquinaRESUMO
BACKGROUND: The transition between acute care and community care represents a vulnerable period in health care delivery. The vulnerability of this period has been attributed to changes to patients' medication regimens during hospitalization, failure to reconcile discrepancies between admission and discharge and the burdening of patients/families to take over care responsibilities at discharge and to relay important information to the primary care physician. Electronic communication platforms can provide an immediate link between acute care and community care physicians (and other community providers), designed to ensure consistent information transfer. This study examines whether a transfer-of-care (TOC) communication tool is efficacious and cost-effective for reducing hospital readmission, adverse events and adverse drug events as well as reducing death. METHODS: A randomized controlled trial conducted on the Medical Teaching Unit of a Canadian tertiary care centre will evaluate the efficacy and cost-effectiveness of a TOC communication tool. Medical in-patients admitted to the unit will be considered for this study. Data will be collected upon admission, and a total of 1400 patients will be randomized. The control group's acute care stay will be summarized using a traditional dictated summary, while the intervention group will have a summary generated using the TOC communication tool. The primary outcome will be a composite, at 3 months, of death or readmission to any Alberta acute-care hospital. Secondary outcomes will be the occurrence of post-discharge adverse events and adverse drug events at 1 month post discharge. Patients with adverse outcomes will have their cases reviewed by two Royal College certified internists or College-certified family physicians, blinded to patients' group assignments, to determine the type, severity, preventability and ameliorability of all detected adverse outcomes. An accompanying economic evaluation will assess the cost per life saved, cost per readmission avoided and cost per QALY gained with the TOC communication tool compared to traditional dictation summaries. DISCUSSION: This paper outlines the study protocol for a randomized controlled trial evaluating an electronic transfer-of-care communication tool, with sufficient statistical power to assess the impact of the tool on the significant outcomes of post-discharge death or readmission. The study findings will inform health systems around the world on the potential benefits of such tools, and the value for money associated with their widespread implementation. TRIAL REGISTRATION: ClinicalTrials.gov NCT01402609.
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Continuidade da Assistência ao Paciente , Sistemas de Informação Hospitalar , Alta do Paciente , Comunicação , Análise Custo-Benefício , Nível de Saúde , Humanos , Reconciliação de Medicamentos/métodos , Readmissão do Paciente/economia , Qualidade de Vida , Tamanho da Amostra , Centros de Atenção TerciáriaRESUMO
OBJECTIVES: To ensure optimal implementation of person-centred quality indicators (PC-QIs), we assessed the readiness of Canadian healthcare organisations and explored their perceived barriers and facilitators to implementing and using PC-QIs. DESIGN: Mixed methods. SETTING AND PARTICIPANTS: Representatives of Canadian healthcare delivery and coordinating organisations that guide the development and/or implementation of person-centred care (PCC) measurement. Representatives from primary care clinics and organisations from the province of Alberta, Canada also participated. METHODS: We conducted a survey with representatives of Canadian healthcare organisations. The survey comprised two sections that: (1) assessed readiness for using PC-QIs, and (2) were based on the Organizational Readiness for Change Assessment tool. We summarised the survey results using descriptive statistics. We then conducted follow-up interviews with organisations representing system and clinical-level perspectives to further explore barriers and facilitators to implementing PC-QIs. The interviews were informed by and analysed using the Consolidated Framework for Implementation Research. RESULTS: Thirty-three Canadian regional healthcare organisations across all 13 provinces/territories participated in the survey. Only 5 of 26 PC-QIs were considered highly feasible to implement for 75% of organisations and included: coordination of care, communication, structures to report performance, engaging patients and caregivers and overall experience. A representative sample of 10 system-level organisations and 11 primary care organisations/clinics participated in the interviews. Key barriers identified were: resources and staff capacity for quality improvement, a shift in focus to COVID-19 and health provider motivation. Facilitators included: prioritisation of PCC measurement, leadership and champion engagement, alignment with ongoing provincial strategic direction and measurement efforts, and the use of technology for data collection, management and reporting. CONCLUSIONS: Despite high interest and policy alignment to use PC-QI 'readiness' to implement them effectively remains a challenge. Organisations need to be supported to collect, use and report PCC data to make the needed improvements that matter to patients.
Assuntos
COVID-19 , Indicadores de Qualidade em Assistência à Saúde , Alberta , Humanos , Melhoria de Qualidade , Inquéritos e QuestionáriosRESUMO
OBJECTIVE: To evaluate the effectiveness of person-centred quality improvement strategies on the management and control of adults with hypertension in primary care. METHODS: A systematic review and meta-analysis was conducted using the Medline, Cochrane Central Register for Controlled Trials, Embase, Cumulative Index to Nursing and Allied Health Literature, and APA PsycINFO databases (January 1980 to March 2020). Randomized controlled trials that evaluated person-centred quality improvement strategies for the management and control of essential hypertension among adults ( ≥ 18 years) in primary care were included. Random effects models were used to estimate weighted mean differences (WMD) for the change in systolic and diastolic blood pressures (SBP, DBP) from baseline; risk ratios (RR) were calculated for the proportion of participants achieving target blood pressures, for each quality improvement strategy assessed. A qualitative review of the implementation details of the interventions was conducted to identify common components of interventions that were effective in improving blood pressure outcomes. RESULTS: Eight studies were included (total of 5654 patients). Findings favour use of person-centred quality improvement interventions over usual care (RR = 1.23 [95% CI: 1.01; 1.48]) for improving blood pressure outcomes. Self-management (RR = 1.43 [95% CI: 1.23; 1.65]) had the greatest effects on blood pressure targets. Clinician education resulted in the greatest SBP reduction (WMD:6.09 mmHg [95% CI: 2.32; 9.85]), while patient education and patient reminder systems (both WMD:4.86 mmHg [95% CI: 0.88; 8.83]) saw the most improvements in DBP. While interventions varied in their strategy implementation, common features of effective interventions included tailored communication with patients, use of health information technology, and multidisciplinary collaboration. CONCLUSION: Person-centred quality improvement strategies were effective in improving blood pressure outcomes. Further research is needed regarding the context of implementing interventions to provide greater insight into the components of a person-centred quality improvement intervention most effective in improving hypertension outcomes.
Assuntos
Hipertensão , Autogestão , Adulto , Pressão Sanguínea , Humanos , Hipertensão/prevenção & controle , Atenção Primária à Saúde , Melhoria de QualidadeRESUMO
Identifying high-risk individuals for targeted intervention may prevent or delay hypertension onset. We developed a hypertension risk prediction model and subsequent risk sore among the Canadian population using measures readily available in a primary care setting. A Canadian cohort of 18,322 participants aged 35-69 years without hypertension at baseline was followed for hypertension incidence, and 625 new hypertension cases were reported. At a 2:1 ratio, the sample was randomly divided into derivation and validation sets. In the derivation sample, a Cox proportional hazard model was used to develop the model, and the model's performance was evaluated in the validation sample. Finally, a risk score table was created incorporating regression coefficients from the model. The multivariable Cox model identified age, body mass index, systolic blood pressure, diabetes, total physical activity time, and cardiovascular disease as significant risk factors (p < 0.05) of hypertension incidence. The variable sex was forced to enter the final model. Some interaction terms were identified as significant but were excluded due to their lack of incremental predictive capacity. Our model showed good discrimination (Harrel's C-statistic 0.77) and calibration (Grønnesby and Borgan test, [Formula: see text] statistic = 8.75, p = 0.07; calibration slope 1.006). A point-based score for the risks of developing hypertension was presented after 2-, 3-, 5-, and 6 years of observation. This simple, practical prediction score can reliably identify Canadian adults at high risk of developing incident hypertension in the primary care setting and facilitate discussions on modifying this risk most effectively.
Assuntos
Hipertensão , Adulto , Pressão Sanguínea , Canadá/epidemiologia , Humanos , Hipertensão/epidemiologia , Medição de Risco , Fatores de RiscoRESUMO
OBJECTIVE: We aimed to identify existing hypertension risk prediction models developed using traditional regression-based or machine learning approaches and compare their predictive performance. METHODS: We systematically searched MEDLINE, EMBASE, Web of Science, Scopus, and the grey literature for studies predicting the risk of hypertension among the general adult population. Summary statistics from the individual studies were the C-statistic, and a random-effects meta-analysis was used to obtain pooled estimates. The predictive performance of pooled estimates was compared between traditional regression-based models and machine learning-based models. The potential sources of heterogeneity were assessed using meta-regression, and study quality was assessed using the PROBAST (Prediction model Risk Of Bias ASsessment Tool) checklist. RESULTS: Of 14,778 articles, 52 articles were selected for systematic review and 32 for meta-analysis. The overall pooled C-statistics was 0.75 [0.73-0.77] for the traditional regression-based models and 0.76 [0.72-0.79] for the machine learning-based models. High heterogeneity in C-statistic was observed. The age (p = 0.011), and sex (p = 0.044) of the participants and the number of risk factors considered in the model (p = 0.001) were identified as a source of heterogeneity in traditional regression-based models. CONCLUSION: We attempted to provide a comprehensive evaluation of hypertension risk prediction models. Many models with acceptable-to-good predictive performance were identified. Only a few models were externally validated, and the risk of bias and applicability was a concern in many studies. Overall discrimination was similar between models derived from traditional regression analysis and machine learning methods. More external validation and impact studies to implement the hypertension risk prediction model in clinical practice are required.
Assuntos
Hipertensão , Aprendizado de Máquina , Adulto , Viés , Humanos , Hipertensão/diagnóstico , Análise de Regressão , Fatores de RiscoRESUMO
BACKGROUND: We aimed to contribute to developing practical guidance for implementing person-centred quality indicators (PC-QIs) for primary care in Alberta, Canada. As a first step in this process, we conducted stakeholder-guided prioritization of PC-QIs and implementation strategies. Stakeholder engagement is necessary to ensure PC-QI implementation is adapted to the context and local needs. METHODS: We used an adapted nominal group technique (NGT) consensus process. Panelists were presented with 26 PC-QIs, and implementation strategies. Both PC-QIs and strategies were identified from our extensive previous engagement of patients, caregivers, healthcare providers, and quality improvement leaders. The NGT objectives were to: 1. Prioritize PC-QIs and implementation strategies; and 2. Facilitate the participation of diverse primary care stakeholders in Alberta, including patients, healthcare providers, and quality improvement staff. Panelists participated in three rounds of activities. In the first, panelists individually ranked and commented on the PC-QIs and strategies. The summarized results were discussed in the second-round face-to-face group meeting. For the last round, panelists provided their final individual rankings, informed by the group discussion. Finally, we conducted an evaluation of the consensus process from the panelists' perspectives. RESULTS: Eleven primary care providers, patient partners, and quality improvement staff from across Alberta participated. The panelists prioritized the following PC-QIs: 'Patient and caregiver involvement in decisions about their care and treatment'; 'Trusting relationship with healthcare provider'; 'Health information technology to support person-centred care'; 'Co-designing care in partnership with communities'; and 'Overall experience'. Implementation strategies prioritized included: 'Develop partnerships'; 'Obtain quality improvement resources'; 'Needs assessment (stakeholders are engaged about their needs/priorities for person-centred measurement)'; 'Align measurement efforts'; and 'Engage champions'. Our evaluation suggests that panelists felt that the process was valuable for planning the implementation and obtaining feedback, that their input was valued, and that most would continue to collaborate with other stakeholders to implement the PC-QIs. CONCLUSIONS: Our study demonstrates the value of co-design and participatory approaches for engaging stakeholders in adapting PC-QI implementation for the primary care context in Alberta, Canada. Collaboration with stakeholders can promote buy-in for ongoing engagement and ensure implementation will lead to meaningful improvements that matter to patients and providers.
Person-centred care (PCC) is a model of care where patient needs and preferences are included in decisions about care and treatment. To improve PCC in primary care in Alberta, Canada, we plan to use person-centred quality indicators (PC-QIs). Using PC-QIs involves surveying patients about their care experiences and using this information to make improvements. For example, if 20% of patients do not feel they are getting enough information, the clinic may create a checklist for the providers so information is not missed. We engaged a panel of 11 people, including patients, family doctors, and staff who support quality improvement in clinics across the province to decide together which PC-QIs primary care clinics in Alberta should use. We also asked the panel to decide the most important strategies that would make using the PC-QIs more successful. The panel chose PC-QIs related to: patient and caregiver involvement in decisions about care and treatment, a trusting relationship with the healthcare provider, having health information technology to support PCC, partnering with communities in healthcare, and the patient's overall experience. The most important strategies were: developing partnerships among people working in primary care in Alberta, discussing their needs and common efforts for improving PCC, engaging "champions," and securing funding that would be needed. Finally, we asked the panelists to share their experiences with participating in this process. Panelists found the process useful and that their input was valued. Most panelists would also like to continue to work together to put the PC-QIs into practice.