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Nevin Manimala Statistics

How many readers understand the discussion on the statistics methodology? A plea for making things reader-friendly

Acta Obstet Gynecol Scand. 2024 May 7. doi: 10.1111/aogs.14871. Online ahead of print.

NO ABSTRACT

PMID:38712623 | DOI:10.1111/aogs.14871

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Nevin Manimala Statistics

Cost-effectiveness of surgery for degenerative cervical myelopathy in the United Kingdom

Br J Neurosurg. 2024 Apr 26:1-5. doi: 10.1080/02688697.2024.2346566. Online ahead of print.

ABSTRACT

PURPOSE: Degenerative cervical myelopathy (DCM) is the commonest cause of adult spinal cord dysfunction worldwide, for which surgery is the mainstay of treatment. At present, there is limited literature on the costs associated with the surgical management of DCM, and none from the United Kingdom (UK). This study aimed to evaluate the cost-effectiveness of DCM surgery within the National Health Service, UK.

MATERIALS AND METHODS: Incidence of DCM was identified from the Hospital Episode Statistics (HES) database for a single year using five ICD-10 diagnostic codes to represent DCM. Health Resource Group (HRG) data was used to estimate the mean incremental surgery (treatment) costs compared to non-surgical care, and the incremental effect (quality adjusted life year (QALY) gain) was based on data from a previous study. A cost per QALY value of <£30,000/QALY (GBP) was considered acceptable and cost-effective, as per the National Institute for Health and Clinical Excellence (NICE) guidance. A sensitivity analysis was undertaken (±5%, ±10% and ±20%) to account for variance in both the cost of admission and QALY gain.

RESULTS: The total number of admissions for DCM in 2018 was 4,218. Mean age was 62 years, with 54% of admissions being of working age (18-65 years). The overall estimated cost of admissions for DCM was £38,871,534 for the year. The mean incremental (per patient) cost of surgical management of DCM was estimated to be £9,216 (ranged £2,358 to £9,304), with a QALY gain of 0.64, giving an estimated cost per QALY value of £14,399/QALY. Varying the QALY gain by ±20%, resulted in cost/QALY figures between £12,000 (+20%) and £17,999 (-20%).

CONCLUSIONS: Surgery is estimated to be a cost-effective treatment of DCM amongst the UK population.

PMID:38712620 | DOI:10.1080/02688697.2024.2346566

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Nevin Manimala Statistics

Socioeconomic gradient in functional difficulties by domain among youth: evidence from Egypt

J Biosoc Sci. 2024 May 7:1-16. doi: 10.1017/S0021932024000191. Online ahead of print.

ABSTRACT

This study aims to measure inequalities in the distribution of functional difficulties and their different domains among youth aged 15-29 years in Egypt, according to selected socioeconomic characteristics (e.g. wealth quantiles and education level of the head of the household). The data come from the nationally representative survey, ‘Household Observatory Survey’, with 10,405 persons aged 15-29 years representing the study sample population. The survey identifies individuals with disabilities using the Washington Group Short questions. Inequalities in disability distribution have been measured by the concentration index (CI). The results indicate that functional difficulties have been concentrated among the poorest youth and households headed by illiterate persons. Rural areas have the highest concentration of disabilities among youth, with the lowest wealth and the lowest educational level of the head of the household. The CI suggests the existence of socioeconomic inequalities in all functional difficulties except for seeing difficulties. Understanding which factors more substantially contribute to inequalities is critical for advancing policies devoted to enhancing the quality of life for individuals with disabilities.

PMID:38712597 | DOI:10.1017/S0021932024000191

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Nevin Manimala Statistics

Point-of-Care Ultrasound Psychomotor Learning Curves: A Systematic Review of the Literature

J Ultrasound Med. 2024 May 7. doi: 10.1002/jum.16477. Online ahead of print.

ABSTRACT

OBJECTIVES: Use of point-of-care ultrasound (POCUS) in clinical medicine and inclusion in medical training is increasing. Some professional societies recommend that 25-50 POCUS examinations be completed for each application learned; however, the amount of practice required is not well studied. As such, a better understanding of the learning curves of POCUS psychomotor skills is needed. This systematic review characterizes the learning curves for POCUS psychomotor skill acquisition.

METHODS: With the assistance of a research librarian, the available literature through August 28, 2023, was identified. The titles and abstracts, and then the full text were reviewed by two reviewers to screen for inclusion. All studies included after full-text review then underwent data extraction and analysis.

RESULTS: The search identified 893 unique studies. Forty-five studies underwent full-text review, with 17 meeting full inclusion criteria. Substantial heterogeneity was noted in study design, duration of education, number and type of learners, and methods for statistical analysis. Clear and validated definitions for learning endpoints, such as plateau points or competency, are lacking. Learning curves and endpoints differ for different applications of POCUS.

CONCLUSION: The results are overall supportive of the recommendations to complete 25-50 examinations per application of POCUS learned. However, specific applications require more practice than others. Certain applications, such as cardiac and the Focused Assessment with Sonography in Trauma (FAST) exams, are closer to 50; while others, such as soft tissue, airway, and eye require no more than 25.

PMID:38712576 | DOI:10.1002/jum.16477

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Nevin Manimala Statistics

Prone positioning in awake patients without ventilatory support does not alter major clinical outcomes in severe COVID-19: results from a retrospective observational cohort study, systematic review and meta-analysis

Expert Rev Respir Med. 2024 May 7. doi: 10.1080/17476348.2024.2350587. Online ahead of print.

ABSTRACT

OBJECTIVES: During the Coronavirus disease (COVID-19) pandemic, clinicians recommended awake-prone positioning (APP) to avoid the worst outcomes. The objectives of this study were to investigate if APP reduces intubation, death rates and hospital length of stay (HLOS) in acute COVID-19.

METHODS: We performed a retrospective cohort with non-mechanically ventilated patients hospitalized in a reference center in Manaus, Brazil, 2020. Participants were stratified into APP and awake-not-prone positioning (ANPP) groups. Also, we conducted a systematic review and performed a meta-analysis to understand if this intervention had different outcomes in resource-limited settings (PROSPERO CRD42023422452).

RESULTS: A total of 115 participants were allocated into the groups. There was no statistical difference between both groups regarding time to intubation (HR: 0.861; 95 CI: 0.474-1.1562; p = 0.622) and time to death (HR: 1.666; 95 CI: 0.939-2.951; p = 0.081). APP was not significantly associated with reduced HLOS. A total of 86 articles were included in the systematic review, of which 76 (88,3%) show similar findings after APP. Also, low/middle, and high-income countries were similar regarding such outcomes.

CONCLUSION: APP in COVID-19 does not present clinical improvement that affects mortality, intubation rate and HLOS. The lack of a prone position protocol, obtained through a controlled study is necessary. After 3 years, APP benefits are still inconclusive.

PMID:38712558 | DOI:10.1080/17476348.2024.2350587

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Nevin Manimala Statistics

Random-effects substitution models for phylogenetics via scalable gradient approximations

Syst Biol. 2024 May 7:syae019. doi: 10.1093/sysbio/syae019. Online ahead of print.

ABSTRACT

Phylogenetic and discrete-trait evolutionary inference depend heavily on an appropriate characterization of the underlying character substitution process. In this paper, we present random-effects substitution models that extend common continuous-time Markov chain models into a richer class of processes capable of capturing a wider variety of substitution dynamics. As these random-effects substitution models often require many more parameters than their usual counterparts, inference can be both statistically and computationally challenging. Thus, we also propose an efficient approach to compute an approximation to the gradient of the data likelihood with respect to all unknown substitution model parameters. We demonstrate that this approximate gradient enables scaling of sampling-based inference, namely Bayesian inference via Hamiltonian Monte Carlo, under random-effects substitution models across large trees and state-spaces. Applied to a dataset of 583 SARS-CoV-2 sequences, an HKY model with random-effects shows strong signals of nonreversibility in the substitution process, and posterior predictive model checks clearly show that it is a more adequate model than a reversible model. When analyzing the pattern of phylogeographic spread of 1441 influenza A virus (H3N2) sequences between 14 regions, a random-effects phylogeographic substitution model infers that air travel volume adequately predicts almost all dispersal rates. A random-effects state-dependent substitution model reveals no evidence for an effect of arboreality on the swimming mode in the tree frog subfamily Hylinae. Simulations reveal that random-effects substitution models can accommodate both negligible and radical departures from the underlying base substitution model. We show that our gradient-based inference approach is over an order of magnitude more time efficient than conventional approaches.

PMID:38712512 | DOI:10.1093/sysbio/syae019

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Nevin Manimala Statistics

Duration and severity of COVID-19 symptoms among primary healthcare workers: A cross-sectional survey

J Adv Nurs. 2024 May 7. doi: 10.1111/jan.16212. Online ahead of print.

ABSTRACT

AIMS: This study aims to investigate the epidemiological characteristics of COVID-19 infection among healthcare workers, including the severity, duration of infection, post-infection symptoms and related influencing factors.

METHODS: A self-administered questionnaire was utilized to assess the post-infection status of primary healthcare workers in Jiangsu Province. The questionnaire collected information on demographic characteristics, lifestyle habits, post-infection clinical manifestations, work environment and recovery time of the respondents. Customized outcome events were selected as dependent variables and logistic regression models were employed to analyse the risk factors. Phi-coefficient was used to describe the relationship between post-infection symptoms.

RESULTS: The analysis revealed that several factors, such as female, older age, obesity, previous medical history, exposure to high-risk environments and stress, were associated with a higher likelihood of experiencing more severe outcomes. On the other hand, vaccination and regular exercise were found to contribute to an earlier resolution of the infection. Among the post-infection symptoms, cough, malaise and muscle aches were the most frequently reported. Overall, there was a weak association among symptoms persisting beyond 14 days, with only cough and malaise, malaise and dizziness and headache showing a stronger correlation.

CONCLUSION: The study findings indicate that the overall severity of the first wave of infection, following the complete lifting of restrictions in China, was low. The impact on primary healthcare workers was limited, and the post-infection symptoms exhibited similarity to those observed in other countries. It is important to highlight that these conclusions are specifically relevant to the population infected with the Omicron variant.

IMPACTS: This study helps to grasp the impacts of the first wave of COVID-19 infections on healthcare workers in China after the national lockdown was lifted.

PATIENTS: Primary healthcare workers in Jiangsu Province, including doctors, nurses, pharmacists and other personnel from primary healthcare units such as community health service centres and health centres.

PMID:38712473 | DOI:10.1111/jan.16212

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Nevin Manimala Statistics

Family resilience and caregiver’s well-being across different age groups of children with ADHD in the United States: a cross-sectional study

Child Health Nurs Res. 2024 Apr;30(2):97-107. doi: 10.4094/chnr.2024.003. Epub 2024 Apr 30.

ABSTRACT

PURPOSE: This study aimed to investigate the impact of family resilience on caregiver well-being across various age groups of children diagnosed with ADHD (attention-deficit/hyperactivity disorder) groups (0-5, 6-11, and 12-17 years).

METHODS: Utilizing secondary data from the 2022 US National Survey of Child Health, this cross-sectional study involved 2,752 children who were formally diagnosed with ADHD. Statistical analysis included descriptive analysis, Spearman’s rank correlation, chi-square tests, and linear regression, conducted using SPSS version 27.

RESULTS: The study revealed a moderate positive correlation (r=.35, p<.001) between family resilience and caregiver well-being. Controlling for covariates, family resilience accounted for 25.2%, 21.1%, and 22.1% of caregiver well-being variance in age groups 0-5, 6-11, and 12-17 years, respectively. Additionally, factors like employment status, family structure, and caregiver age showed varying influences on caregiver well-being across these developmental stages. A consistent pattern emerged across these age groups: unemployment and non-traditional family structures were associated with negative impacts on caregiver well-being, whereas older caregiver age positively influenced well-being.

CONCLUSION: This research underscores the importance of age-specific family resilience strategies to improve caregiver well-being and family interactions in ADHD contexts. Investigating these aspects through qualitative studies across various cultures could deepen our understanding of well-being and inform culturally sensitive interventions.

PMID:38712459 | DOI:10.4094/chnr.2024.003

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Nevin Manimala Statistics

An Expanded Approach to the Ascertainment of Children and Youth With Special Health Care Needs

Pediatrics. 2024 May 7;153(6):e2023065131. doi: 10.1542/peds.2023-065131.

ABSTRACT

OBJECTIVE: To describe the prevalence, characteristics, and health-related outcomes of children with diagnosed health conditions and functional difficulties who do not meet criteria for having a special health care need based on the traditional scoring of the Children with Special Health Care Needs (CSHCN) Screener.

METHODS: Data come from the 2016 to 2021 National Survey of Children’s Health (n = 225 443). Child characteristics and health-related outcomes were compared among 4 mutually exclusive groups defined by CSHCN Screener criteria and the presence of both conditions and difficulties.

RESULTS: Among children who do not qualify as children and youth with special health care needs (CYSHCN) on the CSHCN Screener, 6.8% had ≥1 condition and ≥1 difficulty. These children were more likely than CYSHCN to be younger, female, Hispanic, uninsured, privately insured, living in a household with low educational attainment, have families with more children and a primary household language other than English. After adjustment, non-CYSHCN with ≥1 conditions and ≥1 difficulty were less likely than CYSHCN, but significantly more likely than other non-CYSHCN, to have ≥2 emergency department visits, have unmet health care needs, not meet flourishing criteria, live in families that experienced child health-related employment impacts and frustration accessing services. Including these children in the calculation of CYSHCN prevalence increases the national estimate from 19.1% to 24.6%.

CONCLUSIONS: Approximately 4 million children have both a diagnosed health condition and functional difficulties but are not identified as CYSHCN. An expanded approach to identify CYSHCN may better align program and policy with population needs.

PMID:38712452 | DOI:10.1542/peds.2023-065131

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Nevin Manimala Statistics

Increasing the Use of Enteral Antibiotics in Hospitalized Children With Uncomplicated Infections

Pediatrics. 2024 May 7;153(6):e2023062427. doi: 10.1542/peds.2023-062427.

ABSTRACT

BACKGROUND: Route of administration is an important component of antimicrobial stewardship. Early transition from intravenous to enteral antibiotics in hospitalized children is associated with fewer catheter-related adverse events, as well as decreased costs and length of stay. Our aim was to increase the percentage of enteral antibiotic doses for hospital medicine patients with uncomplicated common bacterial infections (community-acquired pneumonia, skin and soft tissue infection, urinary tract infection, neck infection) from 50% to 80% in 6 months.

METHODS: We formed a multidisciplinary team to evaluate key drivers and design plan-do-study-act cycles. Interventions included provider education, structured discussion at existing team huddles, and pocket-sized printed information. Our primary measure was the percentage of antibiotic doses given enterally to patients receiving other enteral medications. Secondary measures included antibiotic cost, number of peripheral intravenous catheters, length of stay, and 7-day readmission. We used statistical process control charts to track our measures.

RESULTS: Over a 6-month baseline period and 12 months of improvement work, we observed 3183 antibiotic doses (888 in the baseline period, 2295 doses during improvement work). We observed an increase in the percentage of antibiotic doses given enterally per week for eligible patients from 50% to 67%. We observed decreased antibiotic costs and fewer peripheral intravenous catheters per encounter after the interventions. There was no change in length of stay or readmissions.

CONCLUSIONS: We observed increased enteral antibiotic doses for children hospitalized with common bacterial infections. Interventions targeting culture change and communication were associated with sustained improvement.

PMID:38712446 | DOI:10.1542/peds.2023-062427