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Nevin Manimala Statistics

Identification of pregnancies and their outcomes in healthcare claims data, 2008-2019: An algorithm

PLoS One. 2023 Apr 24;18(4):e0284893. doi: 10.1371/journal.pone.0284893. eCollection 2023.

ABSTRACT

Pregnancy is a condition of broad interest across many medical and health services research domains, but one not easily identified in healthcare claims data. Our objective was to establish an algorithm to identify pregnant women and their pregnancies in claims data. We identified pregnancy-related diagnosis, procedure, and diagnosis-related group codes, accounting for the transition to International Statistical Classification of Diseases, 10th Revision, Clinical Modification (ICD-10-CM) diagnosis and procedure codes, in health encounter reporting on 10/1/2015. We selected women in Merative MarketScan commercial databases aged 15-49 years with pregnancy-related claims, and their infants, during 2008-2019. Pregnancies, pregnancy outcomes, and gestational ages were assigned using the constellation of service dates, code types, pregnancy outcomes, and linkage to infant records. We describe pregnancy outcomes and gestational ages, as well as maternal age, census region, and health plan type. In a sensitivity analysis, we compared our algorithm-assigned date of last menstrual period (LMP) to fertility procedure-based LMP (date of procedure + 14 days) among women with embryo transfer or insemination procedures. Among 5,812,699 identified pregnancies, most (77.9%) were livebirths, followed by spontaneous abortions (16.2%); 3,274,353 (72.2%) livebirths could be linked to infants. Most pregnancies were among women 25-34 years (59.1%), living in the South (39.1%) and Midwest (22.4%), with large employer-sponsored insurance (52.0%). Outcome distributions were similar across ICD-9 and ICD-10 eras, with some variation in gestational age distribution observed. Sensitivity analyses supported our algorithm’s framework; algorithm- and fertility procedure-derived LMP estimates were within a week of each other (mean difference: -4 days [IQR: -13 to 6 days]; n = 107,870). We have developed an algorithm to identify pregnancies, their gestational age, and outcomes, across ICD-9 and ICD-10 eras using administrative data. This algorithm may be useful to reproductive health researchers investigating a broad range of pregnancy and infant outcomes.

PMID:37093890 | DOI:10.1371/journal.pone.0284893

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Nevin Manimala Statistics

Prevalence and associated factors for self-reported symptoms of dry eye among Thai school children during the COVID-19 outbreak

PLoS One. 2023 Apr 24;18(4):e0284928. doi: 10.1371/journal.pone.0284928. eCollection 2023.

ABSTRACT

PURPOSE: COVID-19 pandemic caused an increase in digital screen time, which seemed to increase the prevalence of dry eye symptoms among the population with abnormally high digital screen usage hours. However, there are no reports of dry eye symptoms in school children with high digital usage hours. Therefore, the present study aimed to assess the prevalence of dry eye symptoms and evaluate the associated factors among school children aged 12 to 18 years during the COVID-19 outbreak.

METHODS: Multistage cluster sampling was applied, and six sections of online questionnaires were distributed to selected respondents in November 2021. The odds ratio (OR) with confidence intervals (CIs) for the factors was calculated using binary logistic regression. All statistical significance was determined at p < 0.05.

RESULTS: The findings revealed that 62.5% of 603 students showed symptoms of dry eye (DEQ-5 score ≥ 6). Significant associated factors included being female (adjusted OR (aOR) 1.54; 95% CIs 1.05-2.25), higher-grade student (aOR 1.77; 95% CIs 1.23-2.57), digital screen time use (6 to < 12 hours: aOR 2.00; 95% CIs 1.12-3.57, ≥12 hours: aOR 2.54; 95% CIs 1.39-4.76), and perceived stress (aOR 1.12; 95% CIs 1.08-1.16). The Thai-Perceived Stress Scale-10 scores were positively correlated with the scores on the 5-item dry eye questionnaire (Spearman’s r = 0.38, p-value < 0.01).

CONCLUSION: A high prevalence of dry eye symptoms might be common among school children during the COVID-19 outbreak. Significant risk factors include being female, being a higher-grade level student, prolonged use of digital screens, and perceived stress. However, contact lens use, smoking, and the most common digital device usage patterns were not found to be contributing factors.

PMID:37093868 | DOI:10.1371/journal.pone.0284928

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Nevin Manimala Statistics

Computing chemical potentials of adsorbed or confined fluids

J Chem Phys. 2023 Apr 28;158(16):161101. doi: 10.1063/5.0146711.

ABSTRACT

The chemical potential of adsorbed or confined fluids provides insight into their unique thermodynamic properties and determines adsorption isotherms. However, it is often difficult to compute this quantity from atomistic simulations using existing statistical mechanical methods. We introduce a computational framework that utilizes static structure factors, thermodynamic integration, and free energy perturbation for calculating the absolute chemical potential of fluids. For demonstration, we apply the method to compute the adsorption isotherms of carbon dioxide in a metal-organic framework and water in carbon nanotubes.

PMID:37093149 | DOI:10.1063/5.0146711

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Nevin Manimala Statistics

Densest packing of flexible polymers in 2D films

J Chem Phys. 2023 Apr 28;158(16):164502. doi: 10.1063/5.0137115.

ABSTRACT

How dense objects, particles, atoms, and molecules can be packed is intimately related to the properties of the corresponding hosts and macrosystems. We present results from extensive Monte Carlo simulations on maximally compressed packings of linear, freely jointed chains of tangent hard spheres of uniform size in films whose thickness is equal to the monomer diameter. We demonstrate that fully flexible chains of hard spheres can be packed as efficiently as monomeric analogs, within a statistical tolerance of less than 1%. The resulting ordered polymer morphology corresponds to an almost perfect hexagonal triangular (TRI) crystal of the p6m wallpaper group, whose sites are occupied by the chain monomers. The Flory scaling exponent, which corresponds to the maximally dense polymer packing in 2D, has a value of ν = 0.62, which lies between the limits of 0.50 (compact and collapsed state) and 0.75 (self-avoiding random walk).

PMID:37092880 | DOI:10.1063/5.0137115

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Nevin Manimala Statistics

Effect of coarse graining in water models for the study of kinetics and mechanisms of clathrate hydrates nucleation and growth

J Chem Phys. 2023 Apr 28;158(16):164501. doi: 10.1063/5.0140951.

ABSTRACT

Clathrate hydrates are crystalline inclusion compounds wherein a water framework encages small guest atoms/molecules within its cavities. Among the others, methane clathrates are the largest fossil fuel resource still available. They can also be used to safely transport gases and can also form spontaneously under suitable conditions plugging pipelines. Understanding the crystallization mechanism is very important, and given the impossibility of experimentally identifying the atomistic path, simulations played an important role in this field. Given the large computational cost of these simulations, in addition to all-atom force fields, scientists considered coarse-grained water models. Here, we have investigated the effect of coarse-graining, as implemented in the water model mW, on the crystallization characteristics of methane clathrate in comparison with the all-atom TIP4P force field. Our analyses revealed that although the characteristics directly depending on the energetics of the water models are well reproduced, dynamical properties are off by the orders of magnitude. Being crystallization a non-equilibrium process, the altered kinetics of the process results in different characteristics of crystalline nuclei. Both TIP4P and mW water models produce methane clathrate nuclei with some amount of the less stable (in the given thermodynamic conditions) structure II phase and an excess of pentagonal dodecahedral cages over the tetrakaidecahedral ones regarding the ideal ratio in structure I. However, the dependence of this excess on the methane concentration in solution is higher with the former water model, whereas with the latter, the methane concentration in solution dependence is reduced and within the statistical error.

PMID:37092879 | DOI:10.1063/5.0140951

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Nevin Manimala Statistics

Transformational leadership and work engagement as mediators on nurses’ job performance in healthcare clinics: work environment as a moderator

Leadersh Health Serv (Bradf Engl). 2023 Apr 25;ahead-of-print(ahead-of-print). doi: 10.1108/LHS-10-2022-0097.

ABSTRACT

PURPOSE: This study aims to investigate the mediating effect of transformational leadership (TL) and work engagement (WE) on health-care clinic nurses’ performance and the crucial role of these variables in the work environment (WEV).

DESIGN/METHODOLOGY/APPROACH: Data were collected from 353 nurses working across various health-care clinics in the United Arab Emirates. This study used descriptive correlational statistics from the Statistical Package for the Social Sciences, the Pearson correlation coefficient, confirmatory factor analysis for model validity, Cronbach’s alpha for reliability and path analysis to determine the results.

FINDINGS: The relationship between TL and job performance among nurses in health-care clinics was strongly influenced by WE. In addition, a moderate WEV increased the positive influence of TL on job accomplishment. Furthermore, there were no statistically significant differences between the participants’ demographics characteristics and the main variables of the study.

PRACTICAL IMPLICATIONS: Health-care management can support and enhance nurses’ job performance through TL, create a more structured WEV and support WE.

ORIGINALITY/VALUE: This study involves a specific investigation into WE as a mediator, WEV as a moderator and the effect of TL on nurses’ job performance.

PMID:37093237 | DOI:10.1108/LHS-10-2022-0097

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Nevin Manimala Statistics

Spatial Fidelity of Microvascular Perforating Vessels as Perceived by Augmented Reality Virtual Projections

Plast Reconstr Surg. 2023 Apr 25. doi: 10.1097/PRS.0000000000010592. Online ahead of print.

ABSTRACT

BACKGROUND: Autologous breast reconstruction yields improved long-term aesthetic results but requires increased resources of practitioners and hospital systems. Innovations in radiographic imaging have been used increasingly to improve the efficiency and success of free-flap harvest. Augmented reality (AR) affords the opportunity to superimpose relevant imaging on a surgeon’s native field of view, potentially facilitating dissection of anatomically variable structures. To validate the spatial fidelity of AR projections of deep inferior epigastric perforator flap (DIEP) relevant anatomy, comparisons of 3D models and their virtual renderings were performed by four independent observers. Measured discrepancies between the real and holographic models were evaluated.

METHODS: 3D-printed models of DIEP relevant anatomy were fabricated from CTA data from 19 de-identified patients. The corresponding CTA data was similarly formatted for the Microsoft Hololens to generate corresponding projections. Anatomic points were initially measured on 3D models, after which, the corresponding points were measured on the Hololens projections from two separate vantages. Statistical analyses, including Generalized Linear Modeling, were performed to characterize spatial fidelity regarding translation, rotation, and scale of holographic projections.

RESULTS: Amongst all participants, the median translational displacement at corresponding points was 9.0 mm, 12.1 mm, and 13.5 mm between the real 3D model and V1, 3D model and V2, and between V1 and V2, respectively.

CONCLUSION: Corresponding points, including topography of perforating vessels for the purposes of breast reconstruction can be identified within millimeters, but there remain multiple independent contributors of error, most notably the participant and location at which the projection is perceived.

PMID:37092985 | DOI:10.1097/PRS.0000000000010592

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Nevin Manimala Statistics

The Role of Social Media in Strabismus Surgical Experience

J Pediatr Ophthalmol Strabismus. 2023 Apr 25:1-4. doi: 10.3928/01913913-20230323-02. Online ahead of print.

ABSTRACT

PURPOSE: To understand patients’ strabismus surgery experience, including its impact on patients’ appearance and psychosocial factors such as anxiety and depression, via trends on popular social media platforms.

METHODS: TikTok and Instagram were searched for the following post hashtags: “#strabismus,” “#strabismussurgery,” “#crosseyed,” and “#lazyeye.” Data regarding date of post, username, gender, city, state, United States or international location, surgical status (preoperative, perioperative, or postoperative), tone (positive or negative), place of treatment, type of post (photo or video), number of likes/views, and number of followers were recorded for statistical analysis.

RESULTS: A total of 790 posts (400 TikTok, 390 Instagram) were included. The majority (87.8%) had a positive tone, particularly for Instagram (Instagram = 97.7%, TikTok = 78.3%, P < .01). TikTok had significantly more likes/follower (P < .01), as did negative posts (P < .01). #Lazyeye gained significantly more traction than other hashtags (range: P < .001 to .006). There were no differences in likes/follower for treatment phase (preoperative/perioperative/postoperative), gender, or relative age of poster (adult/parent/child).

CONCLUSIONS: These findings demonstrated that TikTok and Instagram users tend to share positive strabismus surgical experiences; however, negative posts were associated with more interactive responses from viewers. Colloquial hashtags (eg, #lazyeye) were more likely to gain traction than medical terms. TikTok posts were associated with more engagement than Instagram, which suggests TikTok may be a better platform going forward for patient outreach. [J Pediatr Ophthalmol Strabismus. 20XX;X(X):XX-XX.].

PMID:37092665 | DOI:10.3928/01913913-20230323-02

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Nevin Manimala Statistics

Occurrence of Dry Eye Disease in Patients With Concomitant Strabismus: A Preliminary Cross-sectional Analysis

J Pediatr Ophthalmol Strabismus. 2023 Apr 25:1-8. doi: 10.3928/01913913-20230118-02. Online ahead of print.

ABSTRACT

PURPOSE: To determine the effects of strabismus on dry eye parameters.

METHODS: In this cross-sectional study, the preliminary assessment of ocular parameters related to dry eye disease was performed in patients with untreated concomitant strabismus. In total, 204 patients with concomitant strabismus and 125 volunteers without strabismus (4 to 30 years old, 170 male and 159 female) were enrolled. The Ocular Surface Disease Index questionnaire (OSDI) was administered, and ocular surface was examined using the Oculus Keratograph 5M (Oculus Optikgeräte GmbH) to collect data on tear film break-up time (TBUT), ocular redness index (based on bulbar conjunctival blood vessel engorgement), and meibomian gland atrophy. Subgroup analysis was performed based on strabismus type (concomitant exotropia, concomitant esotropia, and non-strabismus); age (juvenile versus adults age > 18 years); and 5- to 10-year and 10- to 20-year strabismus course, according to an age of 12 years.

RESULTS: Concomitant exotropia and esotropia were reported in 134 and 70 patients, respectively. A total of 125 healthy volunteers were recruited. The three groups showed significant differences in the ocular redness index (right eye: P = .012, left eye: P = .018). In contrast, other parameters were not significantly different. Similarly, no statistical differences in ocular surface indicators were observed when patients were divided by age (P > .05 for all) and the 5- to 10-year and 10-to 20-year strabismus course. The meibomian gland showed varying degrees atrophy in both strabismus and non-strabismus groups.

CONCLUSIONS: Strabismus does not affect tear film stability with age in this cohort with constant strabismus up to 30 years, indicating that strabismus may not increase the risk of dry eye disease. [J Pediatr Ophthalmol Strabismus. 20XX;X(X):XX-XX.].

PMID:37092662 | DOI:10.3928/01913913-20230118-02

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Nevin Manimala Statistics

Measurement of Optic Nerve Sheath Diameter by Computed Tomography in the Pediatric Population: Normal Values

J Pediatr Ophthalmol Strabismus. 2023 Apr 25:1-6. doi: 10.3928/01913913-20230331-02. Online ahead of print.

ABSTRACT

PURPOSE: To determine the normal values of optic nerve sheath diameter (ONSD) by computed tomography (CT) in the pediatric population.

METHODS: The CT scans of pediatric patients aged 1 to 16 years who underwent brain CT for different reasons, who did not have intracranial pathology or increased intracranial pressure, and who had no pathology on CT were included in the study. Four age groups were defined with the following ranges: 1 to 2, 3 to 6, 7 to 10, and 11 to 16 years. ONSD was measured from axial CT images, 3 and 10 mm behind the optic globe.

RESULTS: The normative values of ONSD measured on CT imaging in children aged 1 to 16 years were reported. The change in ONSD according to age was investigated. ONSD was found to increase with age at both levels measured. The difference was statistically significant.

CONCLUSIONS: Normal values should be known to detect pathologies that may cause an increase in optic nerve diameter. The values reported in this study can serve as a reference for normal optic nerve sheath diameter in the pediatric age group. [J Pediatr Ophthalmol Strabismus. 20XX;X(X):XX-XX.].

PMID:37092660 | DOI:10.3928/01913913-20230331-02