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Nevin Manimala Statistics

Utilization of Transport Data to Decrease Unnecessarily Repeated Laboratory Tests

Pediatr Emerg Care. 2023 Jan 24. doi: 10.1097/PEC.0000000000002730. Online ahead of print.

ABSTRACT

OBJECTIVES: In pediatric patients being transported for management of diabetic ketoacidosis, laboratory tests will frequently be trended throughout transportation and subsequently immediately repeated upon arrival to a particular institution. These laboratory tests may not add value to a patient’s care trajectory and therefore may be unnecessary. This study examines differences between pH, sodium, potassium, chloride, bicarbonate, and glucose levels drawn during transportation and those drawn at our home institution immediately upon arrival to determine if repeating those laboratory tests upon arrival to the emergency department serves any purpose in adding to patient care.

METHODS: This study compares pH, sodium, potassium, chloride, bicarbonate, and glucose levels drawn during transport and at our home institution. Box and whisker plots between transport and institution laboratory values were constructed. A Wilcoxon signed rank test was performed to determine differences between pH, sodium, potassium, bicarbonate, and glucose levels, as these value sets were not normally distributed. A paired t test was performed to determine differences between transport and institution chloride values given that these value sets were normally distributed. Savings were then calculated based on charges to the patient to determine overall cost savings by not immediately repeating these laboratory tests upon presentation.

RESULTS: Box and whisker plots showed marked similarity between laboratory tests drawn in transport and those immediately upon arrival to our ED. Paired t test did not demonstrate a statistical difference between transport and ED chloride levels (P = 0.5699); therefore, we failed to reject the null hypothesis. Wilcoxon signed rank test did not demonstrate a statistical difference between transport and ED pH (P = 0.1294) and potassium (P = 0.4523) values; therefore, we failed to reject the null hypothesis. However, Wilcoxon signed rank test did demonstrate a statistically significant difference between uncorrected sodium (P = 0.0006), corrected sodium (P = 0.0075), bicarbonate (P = <0.0001), and glucose levels (P = 0.0086).

CONCLUSIONS: Although there were some statistically significant differences between the laboratory value sets, it is arguable whether there are any clinically significant differences between them.Based on our failure to show a clinically significant difference between laboratory values drawn during transportation and those drawn immediately upon presentation to the institution, repeating laboratory draws after transportation do not add value to a patient’s care trajectory. We should therefore rely on the laboratory values that were drawn from our transportation teams as part of the continuum of patient care.

PMID:36706218 | DOI:10.1097/PEC.0000000000002730

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Nevin Manimala Statistics

Self-perception of physical appearance of adolescents and associated factors in Addis Ababa, Ethiopia

PLoS One. 2023 Jan 27;18(1):e0281202. doi: 10.1371/journal.pone.0281202. eCollection 2023.

ABSTRACT

INTRODUCTION: Establishing a positive body image is a critical factor for adolescents’ physical and mental health, as it determines self-confidence, and sustainable individual growth and development throughout their lives. This reality needs to be supported by evidences generated locally. However, there is a lack of information in this regard in the study setting. Thus, the aim of this study was to assess the self-perception of one’s physical appearance and its associated factors among adolescents in Addis Ababa, Ethiopia.

METHODS AND MATERIALS: A community-based, cross-sectional study design was used to conduct the study. At the end of the multistage sampling procedure, a systematic random sampling technique was employed to select 308 study participants from selected districts. The questionnaire was adapted from previous studies as it was appropriate for local context. The data collectors were trained before the data collection and supervised during the data collection period, and the questionnaire was pretested. Bivariate logistic regression was used to identify candidate variables, and then variables with p<0.2 were taken to multiple logistic regressions to identify independent associated factors. Statistical significance was considered at P <0.05 with adjusted odds ratios calculated at 95% CIs.

RESULT: A total of 283 adolescents were participated in the study, with a response rate of 91.9%. The overall good self-perception of one’s physical appearance was 48.4% [95% CI = 43.8, 54.1]. Having a BMI between 18.5 kg/m2-24.9 kg/m2 (AOR = 2.56; 95% CI: 1.45, 4.54), presence of enough sport fields in the school (AOR = 1.89; 95% CI: 1.09, 3.29), having daily access to internet services (AOR = 1.69; 95% CI: 1.07, 2.94), following Ethiopian movies/cinemas (AOR = 2.46; 95% CI: 1.46, 4.15), and regularly following western movies/cinemas (AOR = 2.0; 95% CI: 1.11, 3.59) were significantly associated with a good self-perception of one’s physical appearance.

CONCLUSION: According to this study, only 48.4% of respondents reported a good self-perception of their physical appearance. Adolescents and their family need to work to bring normal body mass index, which in turn will increase good self-perceptions of their physical appearance. Schools and the local administrations need to increase availability and access to enough sport fields for students to strengthen their physical fitness, which increases their good self-perception of their physical appearance.

PMID:36706128 | DOI:10.1371/journal.pone.0281202

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Nevin Manimala Statistics

Does hand proximity enhance letter identification?

PLoS One. 2023 Jan 27;18(1):e0280991. doi: 10.1371/journal.pone.0280991. eCollection 2023.

ABSTRACT

Adam et al. (2012) found that letters were identified more accurately when presented near, compared to away from, the hands. Participants performed the task in two conditions: with their hands held stationary and with their hands moving towards and away from the target letters. The near-hands effect included the contribution of both static and dynamic trials. Further studies showed that accuracy in letter discrimination was higher when hands were away from a target (a far-hands effect) and moving toward it, suggesting an interaction between hand position and movement direction. The present study aimed to test whether hand proximity affects letter identification when the hands are stationary, as it remains unclear if this effect can be reliably observed. Participants viewed strings of three consonants, briefly presented and masked, and had to verbally report their identity. Stimuli were presented under two different hand conditions: proximal and distal. The predicted effects of letter position and stimulus duration were all statistically significant and robust; however, we did not observe a hand proximity effect.

PMID:36706115 | DOI:10.1371/journal.pone.0280991

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Nevin Manimala Statistics

When months matter; modelling the impact of the COVID-19 pandemic on the diagnostic pathway of Motor Neurone Disease (MND)

PLoS One. 2023 Jan 27;18(1):e0259487. doi: 10.1371/journal.pone.0259487. eCollection 2023.

ABSTRACT

BACKGROUND: A diagnosis of MND takes an average 10-16 months from symptom onset. Early diagnosis is important to access supportive measures to maximise quality of life. The COVID-19 pandemic has caused significant delays in NHS pathways; the majority of GP appointments now occur online with subsequent delays in secondary care assessment. Given the rapid progression of MND, patients may be disproportionately affected resulting in late stage new presentations. We used Monte Carlo simulation to model the pre-COVID-19 diagnostic pathway and then introduced plausible COVID-19 delays.

METHODS: The diagnostic pathway was modelled using gamma distributions of time taken: 1) from symptom onset to GP presentation, 2) for specialist referral, and 3) for diagnosis reached after neurology appointment. We incorporated branches to simulate delays: when patients did not attend their GP and when the GP consultation did not result in referral. An emergency presentation was triggered when diagnostic pathway time was within 30 days of projected median survival. Total time-to-diagnosis was calculated over 100,000 iterations. The pre-COVID-19 model was estimated using published data and the Improving MND Care Survey 2019. We estimated COVID-19 delays using published statistics.

RESULTS: The pre-COVID model reproduced known features of the MND diagnostic pathway, with a median time to diagnosis of 399 days and predicting 5.2% of MND patients present as undiagnosed emergencies. COVID-19 resulted in diagnostic delays from 558 days when only primary care was 25% delayed, to 915 days when both primary and secondary care were 75%. The model predicted an increase in emergency presentations ranging from 15.4%-44.5%.

INTERPRETATIONS: The model suggests the COVID-19 pandemic will result in later-stage diagnoses and more emergency presentations of undiagnosed MND. Late-stage presentations may require rapid escalation to multidisciplinary care. Proactive recognition of acute and late-stage disease with altered service provision will optimise care for people with MND.

PMID:36706102 | DOI:10.1371/journal.pone.0259487

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Nevin Manimala Statistics

What percentage of patients with cancer develop hiccups with oxaliplatin- or cisplatin-based chemotherapy? a compilation of patient-reported outcomes

PLoS One. 2023 Jan 27;18(1):e0280947. doi: 10.1371/journal.pone.0280947. eCollection 2023.

ABSTRACT

BACKGROUND: Chemotherapy-induced hiccups are understudied but can cause sleep deprivation, fatigue, pain in the chest and abdomen, poor oral intake, aspiration, and even death. As a critical next step toward investigating better palliative methods, this study reported patient-reported incidence of hiccups after oxaliplatin- or cisplatin-based chemotherapy.

METHODS: The current study relied on 2 previous studies that sought to acquire consecutive direct patient report of hiccups among patients who had recently received chemotherapy with cisplatin or oxaliplatin. These patient-reported data in conjunction with information from the medical record are the focus of this report.

RESULTS: Of 541 patients, 337 were successful contacted by phone; and 95 (28%; 95% CI: 23%, 33%) of these contacted patients reported hiccups. In univariable analyses, male gender (odds ratio (OR): 2.17 (95% confidence ratio (95% CI): 1.30, 3.62); p = 0.002), increased height (OR: 1.03 (95% CI: 1.00, 1.06); p = 0.02), and concomitant aprepitant/fosaprepitant (OR: 2.23 (95% CI: 1.31, 3.78); p = 0.002) were associated with hiccups. In multivariable analyses, these statistically significant associations persisted except for height.

CONCLUSIONS: These patient-reported data demonstrate that oxaliplatin- or cisplatin-induced hiccups occur in a notable proportion of patients with cancer. Male gender and concomitant aprepitant/fosaprepitant appear to increase risk.

PMID:36706101 | DOI:10.1371/journal.pone.0280947

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Nevin Manimala Statistics

Proteomic Predictors of Incident Diabetes: Results From the Atherosclerosis Risk in Communities (ARIC) Study

Diabetes Care. 2023 Jan 27:dc221830. doi: 10.2337/dc22-1830. Online ahead of print.

ABSTRACT

OBJECTIVE: The plasma proteome preceding diabetes can improve our understanding of diabetes pathogenesis.

RESEARCH DESIGN AND METHODS: In 8,923 Atherosclerosis Risk in Communities (ARIC) Study participants (aged 47-70 years, 57% women, 19% Black), we conducted discovery and internal validation for associations of 4,955 plasma proteins with incident diabetes. We externally validated results in the Singapore Multi-Ethnic Cohort (MEC) nested case-control (624 case subjects, 1,214 control subjects). We used Cox regression to discover and validate protein associations and risk-prediction models (elastic net regression with cardiometabolic risk factors and proteins) for incident diabetes. We conducted a pathway analysis and examined causality using genetic instruments.

RESULTS: There were 2,147 new diabetes cases over a median of 19 years. In the discovery sample (n = 6,010), 140 proteins were associated with incident diabetes after adjustment for 11 risk factors (P < 10-5). Internal validation (n = 2,913) showed 64 of the 140 proteins remained significant (P < 0.05/140). Of the 63 available proteins, 47 (75%) were validated in MEC. Novel associations with diabetes were found for 22 the 47 proteins. Prediction models (27 proteins selected by elastic net) developed in discovery had a C statistic of 0.731 in internal validation, with ΔC statistic of 0.011 (P = 0.04) beyond 13 risk factors, including fasting glucose and HbA1c. Inflammation and lipid metabolism pathways were overrepresented among the diabetes-associated proteins. Genetic instrument analyses suggested plasma SHBG, ATP1B2, and GSTA1 play causal roles in diabetes risk.

CONCLUSIONS: We identified 47 plasma proteins predictive of incident diabetes, established causal effects for 3 proteins, and identified diabetes-associated inflammation and lipid pathways with potential implications for diagnosis and therapy.

PMID:36706097 | DOI:10.2337/dc22-1830

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A Mobile Health App (ChillTime) Promoting Emotion Regulation in Dual Disorders: Acceptability and Feasibility Pilot Study

JMIR Form Res. 2023 Jan 27;7:e37293. doi: 10.2196/37293.

ABSTRACT

BACKGROUND: A growing number of studies highlight the importance of emotion regulation in the treatment and recovery of individuals with psychosis and concomitant disorders such as substance use disorder (SUD), for whom access to integrated dual-disorder treatments is particularly difficult. In this context, dedicated smartphone apps may be useful tools to provide immediate support to individuals in need. However, few studies to date have focused on the development and assessment of apps aimed at promoting emotional regulation for people with psychosis.

OBJECTIVE: The aim of this study was to evaluate the feasibility, acceptability, and potential clinical impact of a dedicated app (ChillTime) for individuals with psychotic disorders and concurrent SUD. The app design process followed recommendations for reducing cognitive effort on a mobile app. A total of 20 coping strategies regrouped in four categories (behavioral, emotional, cognitive, spiritual) were included in the app.

METHODS: This open pilot study followed a pre-post design. After the initial assessment, researchers asked participants to use the app as part of their treatment over a 30-day period. Feasibility was determined by the frequency of use of the app and measured using the number of completed strategies. Acceptability was determined by measuring ease of use, ease of learning, satisfaction, and perceived utility at the end of the 30-day study period based on responses to satisfaction questionnaires. Clinical scales measuring emotion regulation, substance use (ie, type of substance, amount taken, and frequency of use), and various psychiatric symptoms were administered at the beginning and end of the 30-day period.

RESULTS: A total of 13 participants were recruited from two first-episode psychosis clinics in Montreal, Quebec, Canada. All participants were symptomatically stable, were between 18 and 35 years of age (mostly men; 70% of the sample), and had a schizophrenia spectrum disorder with a comorbid substance use diagnosis. A total of 11 participants completed the study (attrition<20%). Approximately half of the participants used the tool at least 33% of the days (11-21 days). Cognitive and emotion-focused techniques were rated the highest in terms of usefulness and were the most frequently used. The majority of participants gave positive answers about the ease of use and the ease of learning the tool. A nonsignificant association of ChillTime use with negative symptoms and drug use was observed. No other statistically significant changes were observed.

CONCLUSIONS: The ChillTime app showed good feasibility (approximately half of the participants used the tool at least 33% of the days) and acceptability among people with schizophrenia spectrum disorder and SUD. Trends suggesting a potential impact on certain clinical outcomes will need to be replicated in larger-sample studies before any conclusion can be drawn.

PMID:36705963 | DOI:10.2196/37293

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Nevin Manimala Statistics

A Novel Digital Digit-Symbol Substitution Test Measuring Processing Speed in Adults At Risk for Alzheimer Disease: Validation Study

JMIR Aging. 2023 Jan 27;6:e36663. doi: 10.2196/36663.

ABSTRACT

BACKGROUND: Assessing cognitive constructs affected by Alzheimer disease, such as processing speed (PS), is important to screen for potential disease and allow for early detection. Digital PS assessments have been developed to provide widespread, efficient cognitive testing, but all have been validated only based on the correlation between test scores. Best statistical practices dictate that concurrent validity should be assessed for agreement or equivalence rather than using correlation alone.

OBJECTIVE: This study aimed to assess the concurrent validity of a novel digital PS assessment against a gold-standard measure of PS.

METHODS: Adults aged 45-75 years (n=191) participated in this study. Participants completed the novel digital digit-symbol substitution test (DDSST) and the Repeatable Battery for the Assessment of Neuropsychological Status coding test (RBANS-C). The correlation between the test scores was determined using a Pearson product-moment correlation, and a difference in mean test scores between tests was checked for using a 2-tailed dependent samples t test. Data were analyzed for agreement between the 2 tests using Bland-Altman limits of agreement and equivalency using a two one-sided t tests (TOST) approach.

RESULTS: A significant moderate, positive correlation was found between DDSST and RBANS-C scores (r=.577; P<.001), and no difference in mean scores was detected between the tests (P=.93). Bias was nearly zero (0.04). Scores between the tests were found to display adequate agreement with 90% of score differences falling between -22.66 and 22.75 (90% limits of agreement=-22.91 to 22.99), and the scores were equivalent (P=.049).

CONCLUSIONS: Analyses indicate that the DDSST is a valid digital assessment of PS. The DDSST appears to be a suitable option for widespread, immediate, and efficient PS testing.

TRIAL REGISTRATION: ClinicalTrials.gov NCT04559789; https://clinicaltrials.gov/ct2/show/NCT04559789.

PMID:36705951 | DOI:10.2196/36663

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Loss-Framed Adaptive Microcontingency Management for Preventing Prolonged Sedentariness: Development and Feasibility Study

JMIR Mhealth Uhealth. 2023 Jan 27;11:e41660. doi: 10.2196/41660.

ABSTRACT

BACKGROUND: A growing body of evidence shows that financial incentives can effectively reinforce individuals’ positive behavior change and improve compliance with health intervention programs. A critical factor in the design of incentive-based interventions is to set a proper incentive magnitude. However, it is highly challenging to determine such magnitudes as the effects of incentive magnitude depend on personal attitudes and contexts.

OBJECTIVE: This study aimed to illustrate loss-framed adaptive microcontingency management (L-AMCM) and the lessons learned from a feasibility study. L-AMCM discourages an individual’s adverse health behaviors by deducting particular expenses from a regularly assigned budget, where expenses are adaptively estimated based on the individual’s previous responses to varying expenses and contexts.

METHODS: We developed a mobile health intervention app for preventing prolonged sedentary lifestyles. This app delivered a behavioral mission (ie, suggesting taking an active break for a while) with an incentive bid when 50 minutes of uninterrupted sedentary behavior happened. Participants were assigned to either the fixed (ie, deducting the monotonous expense for each mission failure) or adaptive (ie, deducting varying expenses estimated by the L-AMCM for each mission failure) incentive group. The intervention lasted 3 weeks.

RESULTS: We recruited 41 participants (n=15, 37% women; fixed incentive group: n=20, 49% of participants; adaptive incentive group: n=21, 51% of participants) whose mean age was 24.0 (SD 3.8; range 19-34) years. Mission success rates did not show statistically significant differences by group (P=.54; fixed incentive group mean 0.66, SD 0.24; adaptive incentive group mean 0.61, SD 0.22). The follow-up analysis of the adaptive incentive group revealed that the influence of incentive magnitudes on mission success was not statistically significant (P=.18; odds ratio 0.98, 95% CI 0.95-1.01). On the basis of the qualitative interviews, such results were possibly because the participants had sufficient intrinsic motivation and less sensitivity to incentive magnitudes.

CONCLUSIONS: Although our L-AMCM did not significantly affect users’ mission success rate, this study configures a pioneering work toward adaptively estimating incentives by considering user behaviors and contexts through leveraging mobile sensing and machine learning. We hope that this study inspires researchers to develop incentive-based interventions.

PMID:36705949 | DOI:10.2196/41660

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Clinical Faculty Perceptions of Online Learning in Health Professions Education

J Physician Assist Educ. 2023 Jan 27. doi: 10.1097/JPA.0000000000000476. Online ahead of print.

ABSTRACT

INTRODUCTION: The purpose of this study was to investigate clinical faculty perceptions of online learning in health professions education.

METHODS: Clinical faculty members from various health professions programs in New York were surveyed to determine whether there was a relationship between clinical faculty members’ attitudes toward online learning competencies and their ability to teach online. Additionally, this study explored what type of impact years of teaching experience and online training had on clinical faculty perceptions of online learning.

RESULTS: The study received 60 responses from clinical faculty, most of whom were teaching on Long Island, New York. Although the findings were not significant for most variables, a t-test demonstrated a significant statistical difference between online training and faculty perceptions of online learning. When clinical faculty completed online training, they had a more positive attitude toward online learning. The study also found that clinical faculty members’ attitudes toward technology in online learning positively influenced their ability to troubleshoot technical issues in online environments. Years of online teaching experience did not affect how clinical faculty perceived online learning; however, clinical faculty with 1-5 years and 6-10 years of teaching experience rated their attitudes and abilities the lowest out of all the groups.

DISCUSSION: While there appears to be a correlation between faculty perceptions of online learning and online training, more research is needed to objectively determine which specific trainings would be most advantageous.

PMID:36705927 | DOI:10.1097/JPA.0000000000000476