Categories
Nevin Manimala Statistics

Quality and Dependability of ChatGPT and DingXiangYuan Forums for Remote Orthopedic Consultations: Comparative Analysis

J Med Internet Res. 2024 Mar 14;26:e50882. doi: 10.2196/50882.

ABSTRACT

BACKGROUND: The widespread use of artificial intelligence, such as ChatGPT (OpenAI), is transforming sectors, including health care, while separate advancements of the internet have enabled platforms such as China’s DingXiangYuan to offer remote medical services.

OBJECTIVE: This study evaluates ChatGPT-4’s responses against those of professional health care providers in telemedicine, assessing artificial intelligence’s capability to support the surge in remote medical consultations and its impact on health care delivery.

METHODS: We sourced remote orthopedic consultations from “Doctor DingXiang,” with responses from its certified physicians as the control and ChatGPT’s responses as the experimental group. In all, 3 blindfolded, experienced orthopedic surgeons assessed responses against 7 criteria: “logical reasoning,” “internal information,” “external information,” “guiding function,” “therapeutic effect,” “medical knowledge popularization education,” and “overall satisfaction.” We used Fleiss κ to measure agreement among multiple raters.

RESULTS: Initially, consultation records for a cumulative count of 8 maladies (equivalent to 800 cases) were gathered. We ultimately included 73 consultation records by May 2023, following primary and rescreening, in which no communication records containing private information, images, or voice messages were transmitted. After statistical scoring, we discovered that ChatGPT’s “internal information” score (mean 4.61, SD 0.52 points vs mean 4.66, SD 0.49 points; P=.43) and “therapeutic effect” score (mean 4.43, SD 0.75 points vs mean 4.55, SD 0.62 points; P=.32) were lower than those of the control group, but the differences were not statistically significant. ChatGPT showed better performance with a higher “logical reasoning” score (mean 4.81, SD 0.36 points vs mean 4.75, SD 0.39 points; P=.38), “external information” score (mean 4.06, SD 0.72 points vs mean 3.92, SD 0.77 points; P=.25), and “guiding function” score (mean 4.73, SD 0.51 points vs mean 4.72, SD 0.54 points; P=.96), although the differences were not statistically significant. Meanwhile, the “medical knowledge popularization education” score of ChatGPT was better than that of the control group (mean 4.49, SD 0.67 points vs mean 3.87, SD 1.01 points; P<.001), and the difference was statistically significant. In terms of “overall satisfaction,” the difference was not statistically significant between the groups (mean 8.35, SD 1.38 points vs mean 8.37, SD 1.24 points; P=.92). According to how Fleiss κ values were interpreted, 6 of the control group’s score points were classified as displaying “fair agreement” (P<.001), and 1 was classified as showing “substantial agreement” (P<.001). In the experimental group, 3 points were classified as indicating “fair agreement,” while 4 suggested “moderate agreement” (P<.001).

CONCLUSIONS: ChatGPT-4 matches the expertise found in DingXiangYuan forums’ paid consultations, excelling particularly in scientific education. It presents a promising alternative for remote health advice. For health care professionals, it could act as an aid in patient education, while patients may use it as a convenient tool for health inquiries.

PMID:38483451 | DOI:10.2196/50882

Categories
Nevin Manimala Statistics

EKGDR: An End-to-End Knowledge Graph-Based Method for Computational Drug Repurposing

J Chem Inf Model. 2024 Mar 14. doi: 10.1021/acs.jcim.3c01925. Online ahead of print.

ABSTRACT

The lengthy and expensive process of developing new drugs from scratch, coupled with a high failure rate, has prompted the emergence of drug repurposing/repositioning as a more efficient and cost-effective approach. This approach involves identifying new therapeutic applications for existing approved drugs, leveraging the extensive drug-related data already gathered. However, the diversity and heterogeneity of data, along with the limited availability of known drug-disease interactions, pose significant challenges to computational drug design. To address these challenges, this study introduces EKGDR, an end-to-end knowledge graph-based approach for computational drug repurposing. EKGDR utilizes the power of a drug knowledge graph, a comprehensive repository of drug-related information that encompasses known drug interactions and various categorization information, as well as structural molecular descriptors of drugs. EKGDR employs graph neural networks, a cutting-edge graph representation learning technique, to embed the drug knowledge graph (nodes and relations) in an end-to-end manner. By doing so, EKGDR can effectively learn the underlying causes (intents) behind drug-disease interactions and recursively aggregate and combine relational messages between nodes along different multihop neighborhood paths (relational paths). This process generates representations of disease and drug nodes, enabling EKGDR to predict the interaction probability for each drug-disease pair in an end-to-end manner. The obtained results demonstrate that EKGDR outperforms previous models in all three evaluation metrics: area under the receiver operating characteristic curve (AUROC = 0.9475), area under the precision-recall curve (AUPRC = 0.9490), and recall at the top-200 recommendations (Recall@200 = 0.8315). To further validate EKGDR’s effectiveness, we evaluated the top-20 candidate drugs suggested for each of Alzheimer’s and Parkinson’s diseases.

PMID:38483449 | DOI:10.1021/acs.jcim.3c01925

Categories
Nevin Manimala Statistics

Management of Pediatric Convulsive Status Epilepticus From the Perspective of Emergency Nurses: A Cross-sectional, Multicenter Study

J Emerg Nurs. 2024 Mar 13:S0099-1767(24)00021-7. doi: 10.1016/j.jen.2024.01.006. Online ahead of print.

ABSTRACT

INTRODUCTION: Pediatric convulsive status epilepticus is one of the most common neurologic emergencies and should be managed by health care professionals as soon as possible based on current guidelines. This study aimed to determine the nursing approaches and management of pediatric convulsive status epilepticus from the perspective of emergency nurses in Turkey.

METHODS: A cross-sectional, multicenter study was conducted with 162 emergency nurses working in emergency departments in 35 different provinces in Turkey. The data were collected via an online form. Descriptive statistical methods were used in data analysis.

RESULTS: Most emergency nurses (72.2%) attempted an intravenous access immediately to administer antiseizure medications during the stabilization phase. Approximately half the emergency nurses stated that rectal diazePAM was frequently administered in the initial therapy phase and intravenous diazePAM was administered in the second therapy phase. The emergency nurses had most difficulties attempting intravenous access, determining status epilepticus types, and calming the parents.

DISCUSSION: As health care professionals and important members of the health team, emergency nurses have the responsibility to manage pediatric convulsive status epilepticus in the fastest and the most appropriate way based on current practice guidelines in emergency departments. When intravenous access is not available, nonintravenous benzodiazepines should be considered in the first-line treatment of pediatric convulsive status epilepticus, followed by immediate intravenous access.

PMID:38483423 | DOI:10.1016/j.jen.2024.01.006

Categories
Nevin Manimala Statistics

A health inequality analysis of childhood asthma prevalence in urban Australia

J Allergy Clin Immunol. 2024 Feb 28:S0091-6749(24)00126-X. doi: 10.1016/j.jaci.2024.01.023. Online ahead of print.

ABSTRACT

BACKGROUND: Long-standing health inequalities in Australian society that were exposed by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic were described as “fault lines” in a recent call to action by a consortium of philanthropic organizations. With asthma a major contributor to childhood disease burden, studies of its spatial epidemiology can provide valuable insights into the emergence of health inequalities early in life.

OBJECTIVE: The aims of this study were to characterize the spatial variation of asthma prevalence among children living within Australia’s 4 largest cities and quantify the relative contributions of climatic and environmental factors, outdoor air pollution, and socioeconomic status in determining this variation.

METHODS: A Bayesian model with spatial smoothing was developed to regress ecologic health status data from the 2021 Australian Census against groups of explanatory covariates intended to represent mechanistic pathways.

RESULTS: The prevalence of asthma in children aged 5 to 14 years averages 7.9%, 8.2%, 8.5%, and 7.6% in Sydney, Melbourne, Brisbane, and Perth, respectively. This small inter-city variation contrasts against marked intracity variation at the small-area level, which ranges from 6% to 12% between the least and most affected locations in each. Statistical variance decomposition on a subsample of Australian-born, nonindigenous children attributes 66% of the intracity spatial variation to the assembled covariates. Of these covariates, climatic and environmental factors contribute 30%, outdoor air pollution contributes 19%, and areal socioeconomic status contributes the remaining 51%.

CONCLUSION: Geographic health inequalities in the prevalence of childhood asthma within Australia’s largest cities reflect a complex interplay of factors, among which socioeconomic status is a principal determinant.

PMID:38483422 | DOI:10.1016/j.jaci.2024.01.023

Categories
Nevin Manimala Statistics

Effect of Seated Cervical Spinal Manipulation on Autonomic Nervous System Activity as Measured by Heart Rate Variability and Plasma Norepinephrine Levels: A randomized Pre- and Poststudy

J Manipulative Physiol Ther. 2024 Mar 13:S0161-4754(24)00001-0. doi: 10.1016/j.jmpt.2024.02.003. Online ahead of print.

ABSTRACT

OBJECTIVE: The objective of this study was to determine whether seated cervical manipulation produced changes in autonomic nervous system activity, as measured by heart rate variability and plasma norepinephrine levels.

METHODS: Ninety-five healthy young adults (ages 20-48 years) were recruited into a single-blinded physiological study, with 47 randomized to a seated cervical manipulation and 44 randomized to a sham procedure. Heart rate variability in the frequency domain, and plasma norepinephrine levels were measured prior to, immediately following, and 5 minutes following the intervention.

RESULTS: Electrocardiograms were obtained from 39 subjects in the sham group and 43 subjects in the manipulation group. No statistically significant changes were found in measures of heart rate variability in the frequency domain in either the manipulation or sham groups. Blood samples were obtained from 22 subjects in the sham group and 27 subjects in the manipulation group. Plasma norepinephrine levels, as measured by spectrophotometry, declined in both groups from pre- to immediately postintervention, and they remained at decreased levels 5 minutes after the interventions. There were no statistically significant differences between groups in pre- or postintervention norepinephrine levels.

CONCLUSIONS: Measures of heart rate variability and plasma norepinephrine levels did not show that seated cervical manipulation produced short-term changes in autonomic nervous system activity compared to a sham procedure in healthy young adults.

PMID:38483415 | DOI:10.1016/j.jmpt.2024.02.003

Categories
Nevin Manimala Statistics

Noninferiority of Hypofractionated vs Conventional Postprostatectomy Radiotherapy for Genitourinary and Gastrointestinal Symptoms: The NRG-GU003 Phase 3 Randomized Clinical Trial

JAMA Oncol. 2024 Mar 14. doi: 10.1001/jamaoncol.2023.7291. Online ahead of print.

ABSTRACT

IMPORTANCE: No prior trial has compared hypofractionated postprostatectomy radiotherapy (HYPORT) to conventionally fractionated postprostatectomy (COPORT) in patients primarily treated with prostatectomy.

OBJECTIVE: To determine if HYPORT is noninferior to COPORT for patient-reported genitourinary (GU) and gastrointestinal (GI) symptoms at 2 years.

DESIGN, SETTING, AND PARTICIPANTS: In this phase 3 randomized clinical trial, patients with a detectable prostate-specific antigen (PSA; ≥0.1 ng/mL) postprostatectomy with pT2/3pNX/0 disease or an undetectable PSA (<0.1 ng/mL) with either pT3 disease or pT2 disease with a positive surgical margin were recruited from 93 academic, community-based, and tertiary medical sites in the US and Canada. Between June 2017 and July 2018, a total of 296 patients were randomized. Data were analyzed in December 2020, with additional analyses occurring after as needed.

INTERVENTION: Patients were randomized to receive 62.5 Gy in 25 fractions (HYPORT) or 66.6 Gy in 37 fractions (COPORT).

MAIN OUTCOMES AND MEASURES: The coprimary end points were the 2-year change in score from baseline for the bowel and urinary domains of the Expanded Prostate Cancer Composite Index questionnaire. Secondary objectives were to compare between arms freedom from biochemical failure, time to progression, local failure, regional failure, salvage therapy, distant metastasis, prostate cancer-specific survival, overall survival, and adverse events.

RESULTS: Of the 296 patients randomized (median [range] age, 65 [44-81] years; 100% male), 144 received HYPORT and 152 received COPORT. At the end of RT, the mean GU change scores among those in the HYPORT and COPORT arms were neither clinically significant nor different in statistical significance and remained so at 6 and 12 months. The mean (SD) GI change scores for HYPORT and COPORT were both clinically significant and different in statistical significance at the end of RT (-15.52 [18.43] and -7.06 [12.78], respectively; P < .001). However, the clinically and statistically significant differences in HYPORT and COPORT mean GI change scores were resolved at 6 and 12 months. The 24-month differences in mean GU and GI change scores for HYPORT were noninferior to COPORT using noninferiority margins of -5 and -6, respectively, rejecting the null hypothesis of inferiority (mean [SD] GU score: HYPORT, -5.01 [15.10] and COPORT, -4.07 [14.67]; P = .005; mean [SD] GI score: HYPORT, -4.17 [10.97] and COPORT, -1.41 [8.32]; P = .02). With a median follow-up for censored patients of 2.1 years, there was no difference between HYPORT vs COPORT for biochemical failure, defined as a PSA of 0.4 ng/mL or higher and rising (2-year rate, 12% vs 8%; P = .28).

CONCLUSIONS AND RELEVANCE: In this randomized clinical trial, HYPORT was associated with greater patient-reported GI toxic effects compared with COPORT at the completion of RT, but both groups recovered to baseline levels within 6 months. At 2 years, HYPORT was noninferior to COPORT in terms of patient-reported GU or GI toxic effects. HYPORT is a new acceptable practice standard for patients receiving postprostatectomy radiotherapy.

TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT03274687.

PMID:38483412 | DOI:10.1001/jamaoncol.2023.7291

Categories
Nevin Manimala Statistics

Polygenic Risk Scores for Glaucoma Onset in the Ocular Hypertension Treatment Study

JAMA Ophthalmol. 2024 Mar 14. doi: 10.1001/jamaophthalmol.2024.0151. Online ahead of print.

ABSTRACT

IMPORTANCE: Primary open-angle glaucoma (POAG) is a highly heritable disease, with 127 identified risk loci to date. Polygenic risk score (PRS) may provide a clinically useful measure of aggregate genetic burden and improve patient risk stratification.

OBJECTIVE: To assess whether a PRS improves prediction of POAG onset in patients with ocular hypertension.

DESIGN, SETTING, AND PARTICIPANTS: This was a post hoc analysis of the Ocular Hypertension Treatment Study. Data were collected from 22 US sites with a mean (SD) follow-up of 14.0 (6.9) years. A total of 1636 participants were followed up from February 1994 to December 2008; 1077 participants were enrolled in an ancillary genetics study, of which 1009 met criteria for this analysis. PRS was calculated using summary statistics from the largest cross-ancestry POAG meta-analysis, with weights trained using 8 813 496 variants from 449 186 cross-ancestry participants in the UK Biobank. Data were analyzed from July 2022 to December 2023.

EXPOSURES: From February 1994 to June 2002, participants were randomized to either topical intraocular pressure-lowering medication or close observation. After June 2002, both groups received medication.

MAIN OUTCOMES AND MEASURES: Outcome measures were hazard ratios for POAG onset. Concordance index and time-dependent areas under the receiver operating characteristic curve were used to compare the predictive performance of multivariable Cox proportional hazards models.

RESULTS: Of 1009 included participants, 562 (55.7%) were female, and the mean (SD) age was 55.9 (9.3) years. The mean (SD) PRS was significantly higher for 350 POAG converters (0.24 [0.95]) compared with 659 nonconverters (-0.12 [1.00]) (P < .001). POAG risk increased 1.36% (95% CI, 1.08-1.64) with each higher PRS decile, with conversion ranging from 9.52% (95% CI, 7.09-11.95) in the lowest PRS decile to 21.81% (95% CI, 19.37-24.25) in the highest decile. Comparison of low-risk and high-risk PRS tertiles showed a 2.0-fold increase in 20-year POAG risk for participants of European and African ancestries. In the subgroup randomized to delayed treatment, each increase in PRS decile was associated with a 0.52-year (95% CI, 0.01-1.03) decrease in age at diagnosis (P = .047). No significant linear association between PRS and age at POAG diagnosis was present in the early treatment group. Prediction models significantly improved with the addition of PRS as a covariate (C index = 0.77) compared with the Ocular Hypertension Treatment Study baseline model (C index = 0.75) (P < .001). Each 1-SD higher PRS conferred a mean hazard ratio of 1.25 (95% CI, 1.13-1.44) for POAG onset.

CONCLUSIONS AND RELEVANCE: Higher PRS was associated with increased risk for POAG in patients with ocular hypertension. The inclusion of a PRS improved the prediction of POAG onset.

TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT00000125.

PMID:38483402 | DOI:10.1001/jamaophthalmol.2024.0151

Categories
Nevin Manimala Statistics

Clinical Efficacy of Chlorhexidine Gargle Combined with Recombinant Bovine Basic Fibroblast Growth Factor Gel in the Treatment of Recurrent Oral Ulcers and Its Effects on Inflammatory Factors, Immune Function, and Recurrence Rate

Oral Health Prev Dent. 2024 Jan 15;22(1):139-144. doi: 10.3290/j.ohpd.b5081283.

ABSTRACT

PURPOSE: To examine the clinical efficacy of a chlorhexidine gargle combined with recombinant bovine basic fibroblast growth factor (rb-bFGF) gel in the treatment of recurrent oral ulcers and its effects on inflammatory factors, immune function, and recurrence rate.

MATERIALS AND METHODS: Ninety-six patients with recurrent oral ulcers were randomly assigned to two groups: experimental (treatment with chlorhexidine gargle plus rb-bFGF gel) and control (treatment with chlorhexidine gargle alone) (n = 48 cases). The therapeutic efficacy, clinical improvement of symptoms, and recurrence rate within 3 months were compared between the two groups. Serum inflammatory factor and immune factor levels of patients in the two groups were measured before and after treatment.

RESULTS: A statistically significantly higher total effective rate was found in patients of the experimental group (95.83%) versus the control group (81.25%) (p < 0.05). The time to onset of pain relief was shortened, the duration of pain relief was prolonged, and VAS scores for pain level were lower in the experimental than the control group (p < 0.05). Among patients in the experimental group, the number of oral ulcers and ulcer area decreased, and faster onset of pain relief and time until normal eating improved in comparison to the control group (p < 0.05). Reduced levels of IL-2, IL-6, IL-8, and TNF-α were observed in the experimental vs the control group (p < 0.05). Elevated levels of CD3+, CD4+, and NKT and reduced levels of CD8+ were found in the experimental group compared to the control group (p < 0.05). The ulcer recurrence rate of patients in the experimental group (8.33%) was notably lower in comparison to the control group (29.17%).

CONCLUSION: Chlorhexidine gargle plus rb-bFGF gel can improve the clinical outcome of patients with recurrent oral ulcers. It can reduce the levels of inflammatory factors, improve immune function, and reduce the recurrence rate.

PMID:38483398 | DOI:10.3290/j.ohpd.b5081283

Categories
Nevin Manimala Statistics

Medical Home Implementation and Follow-Up of Cancer-Related Abnormal Test Results in the Veterans Health Administration

JAMA Netw Open. 2024 Mar 4;7(3):e240087. doi: 10.1001/jamanetworkopen.2024.0087.

ABSTRACT

IMPORTANCE: Lack of timely follow-up of cancer-related abnormal test results can lead to delayed or missed diagnoses, adverse cancer outcomes, and substantial cost burden for patients. Care delivery models, such as the Veterans Affairs’ (VA) Patient-Aligned Care Team (PACT), which aim to improve patient-centered care coordination, could potentially also improve timely follow-up of abnormal test results. PACT was implemented nationally in the VA between 2010 and 2012.

OBJECTIVE: To evaluate the long-term association between PACT implementation and timely follow-up of abnormal test results related to the diagnosis of 5 different cancers.

DESIGN, SETTING, AND PARTICIPANTS: This multiyear retrospective cohort study used 14 years of VA data (2006-2019), which were analyzed using panel data-based random-effects linear regressions. The setting included all VA clinics and facilities. The participants were adult patients who underwent diagnostic testing related to 5 different cancers and had abnormal test results. Data extraction and statistical analyses were performed from September 2021 to December 2023.

EXPOSURE: Calendar years denoting preperiods and postperiods of PACT implementation, and the PACT Implementation Progress Index Score denoting the extent of implementation in each VA clinic and facility.

MAIN OUTCOME AND MEASURE: Percentage of potentially missed timely follow-ups of abnormal test results.

RESULTS: This study analyzed 6 data sets representing 5 different types of cancers. During the initial years of PACT implementation (2010 to 2013), percentage of potentially missed timely follow-ups decreased between 3 to 7 percentage points for urinalysis suggestive of bladder cancer, 12 to 14 percentage points for mammograms suggestive of breast cancer, 19 to 22 percentage points for fecal tests suggestive of colorectal cancer, and 6 to 13 percentage points for iron deficiency anemia laboratory tests suggestive of colorectal cancer, with no statistically significant changes for α-fetoprotien tests and lung cancer imaging. However, these beneficial reductions were not sustained over time. Better PACT implementation scores were associated with a decrease in potentially missed timely follow-up percentages for urinalysis (0.3-percentage point reduction [95% CI, -0.6 to -0.1] with 1-point increase in the score), and laboratory tests suggestive of iron deficiency anemia (0.5-percentage point reduction [95% CI,-0.8 to -0.2] with 1-point increase in the score).

CONCLUSIONS AND RELEVANCE: This cohort study found that implementation of PACT in the VA was associated with a potential short-term improvement in the quality of follow-up for certain test results. Additional multifaceted sustained interventions to reduce missed test results are required to prevent care delays.

PMID:38483392 | DOI:10.1001/jamanetworkopen.2024.0087

Categories
Nevin Manimala Statistics

Adolescents’ Use of Medications for Attention-Deficit/Hyperactivity Disorder and Subsequent Risk of Nonmedical Stimulant Use

J Adolesc Health. 2024 Mar 13:S1054-139X(24)00060-0. doi: 10.1016/j.jadohealth.2024.01.024. Online ahead of print.

ABSTRACT

PURPOSE: This national prospective multicohort study examined the relationship between US adolescents’ use of stimulant therapy for attention-deficit/hyperactivity disorder (ADHD) and subsequent risk of nonmedical stimulant use (i.e., nonmedical use of prescription stimulants and cocaine use) during young adulthood, relative to nonstimulant therapy and population controls.

METHODS: Nationally representative multicohort panels of 11,905 US 12th-grade students were surveyed via self-administered questionnaires at baseline (age 18) and followed prospectively over six years into young adulthood (ages 19‒24).

RESULTS: There were no statistically significant differences between adolescents who used stimulant therapy for ADHD compared to those who used only nonstimulant medications and population controls in their adjusted odds of nonmedical stimulant use incidence or prevalence during young adulthood, after adjusting for baseline covariates.

DISCUSSION: The findings offer preliminary support that adolescents who use prescription stimulant or nonstimulant medications for ADHD when clinically indicated are not at greater risk for nonmedical stimulant use during young adulthood.

PMID:38483378 | DOI:10.1016/j.jadohealth.2024.01.024