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Nevin Manimala Statistics

Performance of artificial intelligence chatbots in sleep medicine certification board exams: ChatGPT versus Google Bard

Eur Arch Otorhinolaryngol. 2023 Dec 20. doi: 10.1007/s00405-023-08381-3. Online ahead of print.

ABSTRACT

PURPOSE: To conduct a comparative performance evaluation of GPT-3.5, GPT-4 and Google Bard in self-assessment questions at the level of the American Sleep Medicine Certification Board Exam.

METHODS: A total of 301 text-based single-best-answer multiple choice questions with four answer options each, across 10 categories, were included in the study and transcribed as inputs for GPT-3.5, GPT-4 and Google Bard. The first output responses generated were selected and matched for answer accuracy against the gold-standard answer provided by the American Academy of Sleep Medicine for each question. A global score of 80% and above is required by human sleep medicine specialists to pass each exam category.

RESULTS: GPT-4 successfully achieved the pass mark of 80% or above in five of the 10 exam categories, including the Normal Sleep and Variants Self-Assessment Exam (2021), Circadian Rhythm Sleep-Wake Disorders Self-Assessment Exam (2021), Insomnia Self-Assessment Exam (2022), Parasomnias Self-Assessment Exam (2022) and the Sleep-Related Movements Self-Assessment Exam (2023). GPT-4 demonstrated superior performance in all exam categories and achieved a higher overall score of 68.1% when compared against both GPT-3.5 (46.8%) and Google Bard (45.5%), which was statistically significant (p value < 0.001). There was no significant difference in the overall score performance between GPT-3.5 and Google Bard.

CONCLUSIONS: Otolaryngologists and sleep medicine physicians have a crucial role through agile and robust research to ensure the next generation AI chatbots are built safely and responsibly.

PMID:38117307 | DOI:10.1007/s00405-023-08381-3

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Nevin Manimala Statistics

Retraction Note: Comparison between dexmedetomidine and remifentanil infusion in emergence agitation during recovery after nasal surgery

Anaesthesiologie. 2023 Dec 20. doi: 10.1007/s00101-023-01373-2. Online ahead of print.

NO ABSTRACT

PMID:38117304 | DOI:10.1007/s00101-023-01373-2

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Nevin Manimala Statistics

Delineation of the adult phenotype of Coffin-Siris syndrome in 35 individuals

Hum Genet. 2023 Dec 20. doi: 10.1007/s00439-023-02622-5. Online ahead of print.

ABSTRACT

Coffin-Siris syndrome (CSS) is a rare multisystemic autosomal dominant disorder. Since 2012, alterations in genes of the SWI/SNF complex were identified as the molecular basis of CSS, studying largely pediatric cohorts. Therefore, there is a lack of information on the phenotype in adulthood, particularly on the clinical outcome in adulthood and associated risks. In an international collaborative effort, data from 35 individuals ≥ 18 years with a molecularly ascertained CSS diagnosis (variants in ARID1B, ARID2, SMARCA4, SMARCB1, SMARCC2, SMARCE1, SOX11, BICRA) using a comprehensive questionnaire was collected. Our results indicate that overweight and obesity are frequent in adults with CSS. Visual impairment, scoliosis, and behavioral anomalies are more prevalent than in published pediatric or mixed cohorts. Cognitive outcomes range from profound intellectual disability (ID) to low normal IQ, with most individuals having moderate ID. The present study describes the first exclusively adult cohort of CSS individuals. We were able to delineate some features of CSS that develop over time and have therefore been underrepresented in previously reported largely pediatric cohorts, and provide recommendations for follow-up.

PMID:38117302 | DOI:10.1007/s00439-023-02622-5

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Nevin Manimala Statistics

Radiologic, clinical, and functional evaluation of children with displaced T-condylar fractures treated by closed reduction and percutaneous fixation using the Mayo Elbow Performance Score

Int Orthop. 2023 Dec 20. doi: 10.1007/s00264-023-06058-4. Online ahead of print.

ABSTRACT

PURPOSE: T-condylar (T-C) fractures of the distal humerus are rare in children. There is no accepted treatment for such an injury, and there is a lack of reports evaluating the outcome of T-C fractures treated by closed reduction and percutaneous fixation. The aim of this study was to evaluate the feasibility of closed reduction and percutaneous K-wire and screw (CRPKS) fixation in patients with type II and III T-C fractures according to the Toniolo-Wilkins classification modified by Canavese et al. (TWC classification).

METHODS: The clinical data of 12 consecutive patients (8 males, 4 females) who were younger than 14 years of age and who had a T-C fracture that was managed by CRPKS were retrospectively evaluated. Fractures were classified according to the TWC classification. The baseline information of the patients, carrying angle (CA) and Mayo Elbow Performance Score (MEPS) were used to evaluate clinical and functional outcomes; related complications were recorded. Statistical analysis was performed.

RESULTS: The mean age at the time of injury was 11.6 ± 1.8 years (range, 8-14). The time from injury to surgical treatment was 1.5 ± 1.0 days (range, 0-3), and the mean follow-up duration was 33.7 ± 12.3 months (range, 18-61). Surgery lasted 45.7 ± 7.6 min on average (range, 35-58). All fractures healed in 4.9 ± 1.0 weeks on average (range, 4-7). At the last follow-up visit, the CA was 12.6° ± 5.8° on the injured side and 13.8° ± 1.8° on the uninjured side (p=0.432). The MEPS was 100 (95, 100) on the injured side and 100 (100, 100) on the uninjured side (p=0.194). Three complications were recorded.

CONCLUSION: Good functional and radiological outcomes can be expected in pediatric patients with type II and III T-C fractures treated by CRPKS. The technique is relatively simple to perform and has a lower rate of complications.

PMID:38117292 | DOI:10.1007/s00264-023-06058-4

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Nevin Manimala Statistics

Valgus-impacted subcapital neck of femur fractures: a systematic review, meta-analysis with cost analysis of fixation in-situ versus nonoperative management

Hip Int. 2023 Nov 21:11207000231210240. doi: 10.1177/11207000231210240. Online ahead of print.

ABSTRACT

BACKGROUND: The management of the valgus-impacted neck of femur fracture (AO/OTA 31-B1) remains contentious. The objective of this study was to determine whether operative intervention is cost-effective.

METHODS: We conducted a systematic review using electronic databases (Medline, Embase, Cochrane, Ebsco, Scholar) identifying studies published in the English language concerning valgus-impacted neck of femur fractures until June 2022. Additional studies were identified through hand searches of major orthopaedic journals, and bibliographies of major orthopaedic textbooks. MeSH terms (hip fracture and femoral neck fracture) and keywords (undisplaced, valgus-impacted, valgus, subcapital, Garden) connected by the Boolean operators “AND” and “OR” were used to identify studies. 2 reviewers independently extracted the data using standardised forms and recording spreadsheet. Methodological validity prior to inclusion in the review using standardized critical appraisal instruments from the Joanna Briggs Institute Meta-analysis of Statistics Assessment and Review Instrument. Meta-analysis was undertaken. Outcome measures were rate of displacement, avascular necrosis, non-union, mortality and requirement of further operative intervention. A cost utility analysis was then conducted to compare the 2 groups on the basis of the cost of initial treatment and the potential requirement of secondary intervention to hemiarthroplasty.

RESULTS: 47 studies met the inclusion criteria. Meta-analysis data demonstrated a significant difference in the displacement rate of 22.8% and 2.8% between the nonoperative and internal fixation groups respectively (p = 0.05). The overall incidence of further operative intervention for each group was 23% and 10% respectively. There was no significant difference with respect to avascular necrosis, mortality or union rates. The cost utility analysis revealed nonoperative management to be approximately 60% more costly than initial internal fixation when the costs of subsequent surgery were included.

CONCLUSIONS: This meta-analysis of the existing literature concludes that whilst nonoperative management is possible for valgus impacted neck of femur fractures, it is associated with higher complication rates and greater expense than management by internal fixation.

PMID:38116748 | DOI:10.1177/11207000231210240

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Nevin Manimala Statistics

Efficient sensitivity analysis for biomechanical models with correlated inputs

Int J Numer Method Biomed Eng. 2023 Dec 20:e3797. doi: 10.1002/cnm.3797. Online ahead of print.

ABSTRACT

In most variance-based sensitivity analysis (SA) approaches applied to biomechanical models, statistical independence of the model input is assumed. However, often the model inputs are correlated. This might alter the interpretation of the SA results, which may severely impact the guidance provided during model development and personalization. Potential reasons for the infrequent usage of SA techniques that account for input correlation are the associated high computational costs, especially for models with many parameters, and the fact that the input correlation structure is often unknown. The aim of this study was to propose an efficient correlated global sensitivity analysis method by applying a surrogate model-based approach. Furthermore, this article demonstrates how correlated SA should be interpreted and how the applied method can guide the modeler during model development and personalization, even when the correlation structure is not entirely known beforehand. The proposed methodology was applied to a typical example of a pulse wave propagation model and resulted in accurate SA results that could be obtained at a theoretically 27,000× lower computational cost compared to the correlated SA approach without employing a surrogate model. Furthermore, our results demonstrate that input correlations can significantly affect SA results, which emphasizes the need to thoroughly investigate the effect of input correlations during model development. We conclude that our proposed surrogate-based SA approach allows modelers to efficiently perform correlated SA to complex biomechanical models and allows modelers to focus on input prioritization, input fixing and model reduction, or assessing the dependency structure between parameters.

PMID:38116742 | DOI:10.1002/cnm.3797

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Nevin Manimala Statistics

Emotion-centered versus fact-centered medical information to alleviate pain and anxiety in prostate biopsy: A randomized trial

Prostate. 2023 Dec 20. doi: 10.1002/pros.24659. Online ahead of print.

ABSTRACT

BACKGROUND: To test the efficacy of emotion-centered (EC) versus fact-centered (FC) written medical information for prostate biopsy to alleviate pain and anxiety in a randomized controlled trial.

METHODS: In a single-center, single-blinded study participants were randomized to receive FC or EC (DRKS00022361; 2020). In the EC, the focus was on possible stress reactions and stress-reducing strategies. Participants were asked to complete questionnaires on the day of MRI acquisition (T0) directly before (T1) and after the procedure (T2). The primary outcome measure was the assessment of worst pain in the last 2 h measured by the adapted brief pain inventory. Secondary outcome measures included state anxiety measured by the state-trait anxiety inventory and the subjective evaluation of the impact of the written medical information at T2. For statistical analysis, mixed models were calculated.

RESULTS: Of 137 eligible patients, 108 (79%) could be recruited and were randomized. There was a significant effect for time for the outcome variables pain and anxiety. Regarding the comparison for the primary outcome variable worst pain there was a significantly lower increase from T1 to T2 after FC compared to EC (p < 0.004). The course of anxiety displayed no overall group differences. The FC was evaluated as significantly more helpful regarding stress, pain, and anxiety with moderate effect sizes.

CONCLUSIONS: FC was favorable with regard to worst experienced pain, assuming that the brief introduction of emotional issues such as stress and coping in written information might be counterproductive particularly in men not used to these subjects.

PMID:38116739 | DOI:10.1002/pros.24659

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Nevin Manimala Statistics

Interdental cleaning aids are beneficial for oral health at 7-year follow-up: Results from the Study of Health in Pomerania (SHIP-TREND)

J Clin Periodontol. 2023 Dec 20. doi: 10.1111/jcpe.13936. Online ahead of print.

ABSTRACT

AIM: To estimate association between the use of interdental cleaning aids (IDAs) and type on 7-year follow-up levels of interdental plaque, interdental gingival inflammation, interdental periodontitis severity, the number of interdental sound surfaces and the number of missing teeth in a population-based cohort study.

MATERIALS AND METHODS: We used 7-year follow-up data of 2224 participants from the Study of Health in Pomerania (SHIP-TREND). We applied generalized linear and ordinal logistic models, adjusting for confounding and selection bias using inverse probability treatment weighting and multiple imputation.

RESULTS: Flossers were 32% less likely to have higher interdental plaque (iPlaque) levels than non-users of IDAs (odds ratio [OR] = 0.68; 95% confidence interval [CI]: 0.50-0.94); flossing resulted in 5% lower means of iPlaque. Effects on interdental bleeding on probing (iBOP), mean interdental probing depths and mean interdental clinical attachment levels were direction-consistent but statistically non-significant. Interdental brushing was associated with lower follow-up levels for interdental plaque (OR = 0.73; 95% CI: 0.57-0.93) and iBOP (OR = 0.69; 95% CI: 0.53-0.89). IDAs were more effective in reducing iPlaque in participants with periodontitis, whereas iBOP reduction was more pronounced in participants with no or mild periodontitis. The analyses did not suggest that the use of IDAs affected caries. Finally, applying change score analyses, flossing reduced tooth loss incidence (incidence rate ratio [IRR] = 0.71) compared with non-users of IDAs.

CONCLUSIONS: Recommending flossing and interdental brushing in dental practices represents an approach to the prevention of gingivitis and consequently periodontitis.

PMID:38116705 | DOI:10.1111/jcpe.13936

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Statistical learning in epilepsy: behavioral and anatomical mechanisms in the human brain

Epilepsia. 2023 Dec 20. doi: 10.1111/epi.17871. Online ahead of print.

ABSTRACT

OBJECTIVE: Statistical learning, the fundamental cognitive ability of humans to extract regularities across experiences over time, engages the medial temporal lobe in the healthy brain. This leads to the hypothesis that statistical learning may be impaired in patients with epilepsy (PWE) involving the temporal lobe, and that this impairment could contribute to their varied memory deficits. In turn, studies done in collaboration with PWE, that evaluate the necessity of medial temporal lobe circuitry through disease and causal perturbations, provide an opportunity to advance basic understanding of statistical learning.

METHODS: We implemented behavioral testing, volumetric analysis of the medial temporal lobe substructures, and direct electrical brain stimulation to examine statistical learning across a cohort of 61 PWE and 28 healthy controls.

RESULTS: We found that behavioral performance in a statistical learning task was negatively associated with seizure frequency irrespective of seizure origin. The volume of hippocampal subfields CA1 and CA2/3 correlated with statistical learning performance, suggesting a more specific role of the hippocampus. Indeed, transient direct electrical stimulation of the hippocampus disrupted statistical learning. Furthermore, the relationship between statistical learning and seizure frequency was selective as behavioral performance in an episodic memory task was not impacted by seizure frequency.

SIGNIFICANCE: Overall, these results suggest that statistical learning may be hippocampally dependent and that the statistical learning task could serve as a clinically useful behavioral assay of seizure frequency that may complement existing approaches such as seizure diaries. Simple and short statistical learning tasks may thus provide patient-centered endpoints for evaluating the efficacy of novel treatments in epilepsy.

PMID:38116686 | DOI:10.1111/epi.17871

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Nevin Manimala Statistics

Do all prostate cancer patients want, and experience shared decision making prior to curative treatment?

Scand J Urol. 2023 Dec 20;58:133-140. doi: 10.2340/sju.v58.14730.

ABSTRACT

In comparable men with non-metastatic prostate cancer, radical prostatectomy (RP), radiotherapy (RAD) and active surveillance (AS) are treatment options with similar survival rates, but different side-effects. Healthcare professionals consider pretreatment shared decision making (SDM) to be an essential part of medical care, though the patients’ view about SDM is less known. In this article, we explore prostate cancer (PCa) patients’ SDM wish (SDMwish), and experiences (SDMexp). Material and methods: This is a registry-based survey performed by the Cancer Registry of Norway (2017-2019). One year after diagnosis, 5,063 curatively treated PCa patients responded to questions about their pre-treatment wish and experience regarding SDM. Multivariable analyses identified factors associated with SDM. Statistical significance level: p < 0.05. Results: Overall, 78% of the patients wished to be involved in SDM and 83% of these had experienced SDM. SDMwish and SDMexp was significantly associated with decreasing age, increasing education, and living with a partner. Compared with the RP group, the probability of SDMwish and SDMexp was reduced by about 40% in the RAD and the AS groups. Conclusion: Three of four curatively treated PCa wanted to participate in SDM, and this wish was met in four of five men. Younger PCa patients with higher education in a relationship, and opting for RP, wanted an active role in SDM, and experienced being involved. Effective SDM requires the responsible physicians’ attention to the individual patients’ characteristics and needs.

PMID:38116675 | DOI:10.2340/sju.v58.14730