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Nevin Manimala Statistics

Enhanced sleep staging with artificial intelligence: a validation study of new software for sleep scoring

Front Artif Intell. 2023 Dec 5;6:1278593. doi: 10.3389/frai.2023.1278593. eCollection 2023.

ABSTRACT

Manual sleep staging (MSS) using polysomnography is a time-consuming task, requires significant training, and can lead to significant variability among scorers. STAGER is a software program based on machine learning algorithms that has been developed by Medibio Limited (Savage, MN, USA) to perform automatic sleep staging using only EEG signals from polysomnography. This study aimed to extensively investigate its agreement with MSS performed during clinical practice and by three additional expert sleep technicians. Forty consecutive polysomnographic recordings of patients referred to three US sleep clinics for sleep evaluation were retrospectively collected and analyzed. Three experienced technicians independently staged the recording using the electroencephalography, electromyography, and electrooculography signals according to the American Academy of Sleep Medicine guidelines. The staging initially performed during clinical practice was also considered. Several agreement statistics between the automatic sleep staging (ASS) and MSS, among the different MSSs, and their differences were calculated. Bootstrap resampling was used to calculate 95% confidence intervals and the statistical significance of the differences. STAGER’s ASS was most comparable with, or statistically significantly better than the MSS, except for a partial reduction in the positive percent agreement in the wake stage. These promising results indicate that STAGER software can perform ASS of inpatient polysomnographic recordings accurately in comparison with MSS.

PMID:38145233 | PMC:PMC10739507 | DOI:10.3389/frai.2023.1278593

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Nevin Manimala Statistics

Validity of TIMI Risk Score and HEART Score for Risk Assessment of Patients with Unstable Angina/Non-ST Elevation Myocardial Infarction Presented to an Emergency Department in Jordan

Open Access Emerg Med. 2023 Dec 18;15:465-471. doi: 10.2147/OAEM.S439423. eCollection 2023.

ABSTRACT

PURPOSE: To examine the validity and predictability of thrombolysis in myocardial infarction (TIMI) risk and HEART scores in patients presenting to the emergency department (ED) with chest pain in Jordan (representative of the Middle East and North Africa Region, MENA).

PATIENTS AND METHODS: Risk scores were calculated for 237 patients presenting to the ED with chest pain. Patients were followed-up prospectively for the need for percutaneous coronary intervention, major adverse cardiovascular events, and all-cause mortality, looking for correlation and accuracy between the predicted cardiovascular risk from TIMI risk score and HEART score and the clinical outcome.

RESULTS: Of the 237 patients, approximately 77% were diagnosed with unstable angina and 23% diagnosed with non-ST elevation myocardial infarction (NSTEMI). about two thirds of the study population were smokers and known to have hypertension and dyslipidaemia. In 50 patients, the primary outcome (need for percutaneous coronary intervention (PCI) and/or major adverse cardiovascular events (MACE) at days 14 and 40, all-cause mortality) was observed. Regarding the predictability of the TIMI score, a larger number of events were observed in the study population than predicted. Patients with TIMI scores of 3 to 5 have about a 5-8% higher event rate than predicted.

CONCLUSION: Both TIMI and HEART risk scores were able to predict an elevated risk of major cardiovascular adverse events (MACE). The overall impression was that the TIMI risk score tended to underestimate risk in the study population.

PMID:38145228 | PMC:PMC10743701 | DOI:10.2147/OAEM.S439423

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Nevin Manimala Statistics

Shortening Door-to-Balloon Time: The Use of Ambulance versus Private Vehicle for Patients with ST-Segment Elevation Acute Myocardial Infarction

Open Access Emerg Med. 2023 Dec 18;15:457-463. doi: 10.2147/OAEM.S435446. eCollection 2023.

ABSTRACT

PURPOSE: Time is critical when dealing with acute myocardial infarction (AMI) patients in the Emergency Department (ED), as 90 min is crucial for overall health. Using non-EMS transportation for critical patients, such as patients with acute myocardial infarction, to a hospital might delay the rapid identification of the underlying medical disease and initiating definitive treatment. We aim to evaluate the association between the mode of transportation and the D2B time in patients presenting at the ED with AMI.

PATIENTS AND METHODS: We conducted a retrospective cohort study with patients who presented at ED with AMI and underwent percutaneous coronary intervention (PCI). The participants were patients with confirmed AMI at the ED of King Abdullah Medical City (KAMC) from January 2019 to December 2019.

RESULTS: In total, 162 AMI patients were enrolled in the study and divided based on the method of transportation. Less than half (n=65, 40.1%) were transported with an ambulance and 97 (59.9%) patients with a private car. The door-to-balloon (D2B) time for the ambulance group was 93.6±38.31 minutes, and the private car group was 93.8±30.88 minutes.

CONCLUSION: There was no statistical significance when comparing the D2B time between the private car group and the ambulance group (P = 0.1870). Finally, ambulance transport significantly shortened the time to first ED physician contact. However, it was not associated with shortened D2B time when compared to private vehicle transport.

PMID:38145227 | PMC:PMC10740716 | DOI:10.2147/OAEM.S435446

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Nevin Manimala Statistics

Comparison of Glenohumeral Bone Morphology Between Patients With Versus Without Anterior Shoulder Instability

Orthop J Sports Med. 2023 Dec 21;11(12):23259671231217971. doi: 10.1177/23259671231217971. eCollection 2023 Dec.

ABSTRACT

BACKGROUND: The stability of the glenohumeral joint is associated with anatomic characteristics including bony structures and soft tissues.

PURPOSE: To compare the differences in specific bony glenohumeral geometries between shoulders with anterior shoulder instability (ASI), unaffected contralateral shoulders, and healthy control shoulders.

STUDY DESIGN: Cross-sectional study; Level of evidence, 3.

METHODS: Shoulder computed tomography (CT) scans of 36 patients with ASI and 36 matched healthy controls were retrieved and 3-dimensionally reconstructed. We measured the glenoid radius of curvature (GROC) in the anterior-posterior (AP) and superior-inferior directions, humeral head radius of curvature (HROC) in the AP direction, conformity index, glenoid height, glenoid width, glenoid index, stability angle, glenoid version, and glenoid depth. The differences between the groups were statistically calculated. CT scans of the unaffected contralateral shoulders from 21 of the ASI patients were also collected to identify the consistency of the bony structures in bilateral shoulders.

RESULTS: Patients with ASI had greater GROC in the AP direction (P < .001), HROC in the AP direction (P = .002), glenoid height (P = .005), and glenoid index (P < .001) and smaller conformity index (P < .001), glenoid width (P = .002), stability angle (P < .001), and glenoid depth (P < .001). In addition, the glenoid of the ASI patients was more anteverted compared with that of controls (P = .001). There was no statistical difference in half the measurements between the bilateral shoulder joints in patients with ASI.

CONCLUSION: In this study, glenohumeral geometric differences were found between ASI patients and healthy control participants. Glenoid curvature and conformity index, based on bilateral comparisons of affected and contralateral shoulders, appear inherent and may predict ASI risk.

PMID:38145224 | PMC:PMC10748947 | DOI:10.1177/23259671231217971

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Analyzing the Quality, Reliability, and Educational Value of ACL Rehabilitation Exercises on TikTok: A Cross-Sectional Study

Orthop J Sports Med. 2023 Dec 21;11(12):23259671231218668. doi: 10.1177/23259671231218668. eCollection 2023 Dec.

ABSTRACT

BACKGROUND: Videos relating to rehabilitation exercises for common injuries relevant to younger populations such as anterior cruciate ligament (ACL) tear receive high view counts on social media platforms such as TikTok.

PURPOSE/HYPOTHESIS: The purpose of this study was to analyze the quality, reliability, and educational value of TikTok videos among the patient population for ACL injury. It was hypothesized that TikTok videos related to ACL rehabilitation exercises would lack quality, reliability, and educational value.

STUDY DESIGN: Cross-sectional study.

METHODS: TikTok was queried for relevant videos using the hashtags “#ACLrehab” and “#ACLexercises.” For each included video, the type of uploader (general user or health care professional) was identified. In addition, the number of views, likes, shares, comments, and favorites for each included video was recorded, and the content of each video was graded using the DISCERN (a well-validated informational analysis tool) and the ACL exercise education score (ACLEES – a custom-designed tool for the evaluation of ACL-related exercises).

RESULTS: A total of 111 videos with 5,520,660 cumulative views were included; the median number of views per video was 9801.0 (interquartile range [IQR], 3583.0-28,000.0). Of these videos, 84 and 27 were created by the general public and health care professionals, respectively. The videos collectively received 335,577 likes, 2969 comments, 22,856 favorites, and 6142 shares, with a median of 439 (IQR, 111-1374), 10 (IQR, 2.5-25.5), 54 (IQR, 18-172.5), and 12 (IQR, 2-36), respectively. The tabulated scores for the DISCERN and ACLEES between general users and health care professionals were all statistically nonsignificant. Health care professionals had a higher percentage of videos with a “very poor” DISCERN score in comparison with the general public (66.67% vs 53.57%, respectively).

CONCLUSION: The overall educational value of the TikTok videos related to ACL rehabilitation exercises was very poor. Health care professionals should be aware of the broad distribution of ACL rehabilitation exercise videos that are accessible on TikTok and raise awareness of the deficiencies of the platform as a medium for educational medical-related information.

PMID:38145222 | PMC:PMC10748931 | DOI:10.1177/23259671231218668

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Nevin Manimala Statistics

Biomechanical Evaluation of the 2 Different Levels of Coracoid Graft Positions in the Latarjet Procedure for Anterior Shoulder Instability

Orthop J Sports Med. 2023 Dec 22;11(12):23259671231202533. doi: 10.1177/23259671231202533. eCollection 2023 Dec.

ABSTRACT

BACKGROUND: In the Latarjet procedure, the ideal placement of the coracoid graft in the medial-lateral position is flush with the anterior glenoid rim. However, the ideal position of the graft in the superior-inferior position (sagittal plane) for restoring glenohumeral joint stability is still controversial.

PURPOSE: To compare coracoid graft clockface positions between the traditional 3 to 5 o’clock and a more inferior (for the right shoulder) 4 to 6 o’clock with regard to glenohumeral joint stability in the Latarjet procedure.

STUDY DESIGN: Controlled laboratory study.

METHODS: A total of 10 fresh-frozen cadaveric shoulders were tested in a dynamic, custom-built robotic shoulder model. Each shoulder was loaded with a 50-N compressive load while an 80-N force was applied in the anteroinferior axes at 90° of abduction and 60° of shoulder external rotation. Four conditions were tested: (1) intact, (2) 6-mm glenoid bone loss (GBL), (3) Latarjet procedure fixed at 3- to 5-o’clock position, and (4) Latarjet procedure fixed at 4- to 6-o’clock position. The stability ratio (SR) and degree of lateral humeral displacement (LHD) were recorded. A 1-factor random-intercepts linear mixed-effects model and Tukey method were used for statistical analysis.

RESULTS: Compared with the intact state (1.77 ± 0.11), the SR was significantly lower after creating a 6-mm GBL (1.14 ± 0.61, P = .009), with no significant difference in SR after Latarjet 3 to 5 o’clock (1.51 ± 0.70, P = .51) or 4 to 6 o’clock (1.55 ± 0.68, P = .52). Compared with the intact state (6.48 ± 2.24 mm), LHD decreased significantly after GBL (3.16 ± 1.56 mm, P < .001) and Latarjet 4 to 6 o’clock (5.48 ± 3.39 mm, P < .001). Displacement decreased significantly after Latarjet 3 to 5 o’clock (4.78 ± 2.50 mm, P = .04) compared with the intact state but not after Latarjet 4 to 6 o’clock (P = .71).

CONCLUSION: The Latarjet procedure in both coracoid graft positions (3-5 and 4-6 o’clock) restored the SR to the values measured in the intact state. A more inferior graft position (fixed at 4-6 o’clock) may improve shoulder biomechanics, but additional work is needed to establish clinical relevance.

CLINICAL RELEVANCE: An inferior coracoid graft fixation, the 4- to 6-o’clock position, may benefit in restoring normal shoulder biomechanics after the Latarjet procedure.

PMID:38145219 | PMC:PMC10748952 | DOI:10.1177/23259671231202533

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Risk Factors for Ipsilateral Versus Contralateral Reinjury After ACL Reconstruction in Athletes: A Systematic Review and Meta-analysis

Orthop J Sports Med. 2023 Dec 21;11(12):23259671231214298. doi: 10.1177/23259671231214298. eCollection 2023 Dec.

ABSTRACT

BACKGROUND: Anterior cruciate ligament (ACL) reinjury after ACL reconstruction (ACLR) can occur on the ipsilateral or contralateral side. Limited evidence exists regarding the difference between the incidence of reinjury to either knee, which is important in developing interventions to prevent ACL reinjury.

PURPOSE: To compare the reinjury rate of the ACL on the ipsilateral side versus the contralateral side in athletes after ACLR and investigate the risk factors that may cause different reinjury rates between the sides.

STUDY DESIGN: Systematic review; Level of evidence, 4.

METHODS: A systematic review was performed based on the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. Studies that involved ACL reinjury in athletes after ACLR were reviewed. Considering several risk factors, including age and sex, a comparison of ACL reinjury incidence on the ipsilateral and contralateral sides was performed using a meta-analysis.

RESULTS: Of the 17 selected studies, 3 were found to be at high risk of bias, and thus, 14 (n = 3424 participants) studies were included in the meta-analysis. In this athletic population, the contralateral ACL had a significantly higher rupture rate than the ipsilateral graft (risk ratio [RR], 1.41; P < .0001). Female athletes were found to have a greater risk of ACL reinjury on the contralateral versus the ipsilateral side (RR, 1.65; P = .0005), but different results were found in male athletes. (RR, 0.81; P = .21). There was no statistical difference in the incidence rate of ACL reinjury to either side in adolescent athletes (RR, 1.15; P = .28).

CONCLUSION: The contralateral ACL was more vulnerable to reinjury than the ipsilateral side in athletes after ACLR. Female athletes were more likely to reinjure their contralateral native ACL, while the same trend was not found in their male counterparts. The reinjury rate was comparable in both knees in adolescent athletes.

PMID:38145217 | PMC:PMC10748928 | DOI:10.1177/23259671231214298

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Nevin Manimala Statistics

Knowledge, Attitude and Associated Factors Toward Ethiopian Abortion Law Among Reproductive Age Women in Bule Hora Town, Southern Oromia, Ethiopia, 2022

Health Serv Res Manag Epidemiol. 2023 Dec 21;10:23333928231220493. doi: 10.1177/23333928231220493. eCollection 2023 Jan-Dec.

ABSTRACT

OBJECTIVES: A woman’s health and wellbeing are impacted by illegal abortion since improper procedures can lead to consequences like extreme bleeding, infection, and damage to the reproductive organs and low awareness and attitude toward abortion law is one of the public health problems in Ethiopia. This study aimed to assess the knowledge, and attitude, and identify the effect of short birth interval and wealth index on the abortion law among reproductive-age women in Bule Hora town, Southern Oromia, Ethiopia.

METHODS: A community-based cross-sectional study design was conducted from June 20 to July 20, 2022. A systematic random sampling technique was carried out to select 402 reproductive-age women. Data was collected by using a structured questionnaire with face-to-face interviews after the tools were pretested. The data was cleaned, coded, and entered into Epidata 3.1 and exported to STATA 14 for analysis. The model goodness of fit was checked using the Hosmer-Lemeshow test. Statistical significance is declared at P < .05 and a 95% confidence interval.

RESULTS: The study revealed that 153 (38%) of respondents had good knowledge and 192 (47%) had a favorable attitude toward the Ethiopian abortion law, with a 100% response rate. Women’s educational status, having information regarding the criteria of legal abortion services, and short birth intervals as a reason for induced abortion were significantly associated with knowledge. On the other hand, women who attended secondary education and above, have information regarding the criteria of legal abortion services, wealth index middle/average and richer, using the contraceptive method, and short birth interval as a reason for induced abortion were predictors of attitude toward Ethiopian abortion law.

CONCLUSION: This study shows that knowledge and attitude toward Ethiopian abortion law was not sufficient. So focusing on awareness creation and health education strategies by mobilization of the community to minimize the knowledge and attitude gap is essential.

PMID:38145213 | PMC:PMC10748687 | DOI:10.1177/23333928231220493

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Nevin Manimala Statistics

Hospitalization Costs for Patients with Acute Appendicitis: An Update Using Real-World Data from a Large Province in China

Risk Manag Healthc Policy. 2023 Dec 20;16:2805-2817. doi: 10.2147/RMHP.S436853. eCollection 2023.

ABSTRACT

PURPOSE: The aim of this study is to investigate the factors influencing hospitalization costs for patients diagnosed with acute appendicitis in China.

METHODS: We conducted a cross-sectional study using data from Provincial Health Statistics Support System Database from S Province in China. This dataset contained all hospital’s electronic medical records from January 1, 2015 to December 31, 2018 including both public and private hospitals. The target population was identified based on the principal diagnosis of appendicitis (ICD-10: K35). To examine the impact of various factors on hospitalization costs, we conducted a multivariate linear regression analysis. Furthermore, we employed the Shapley value decomposition method to gain a more comprehensive understanding of the factors that influenced hospitalization costs and their respective levels of importance.

RESULTS: Our study comprised 317,200 cases. During the period from 2015 to 2018, the average hospitalization expenses for patients with acute appendicitis were estimated at approximately 7014 RMB (1061 USD), which accounts for a considerable 12% of China’s per capita GDP. The results of this study demonstrate a significant correlation between various factors, such as the patient’s age, gender, marital status, occupation, payment method, number of complications, treatment method, hospital tier, and ownership, and the total hospitalization costs and subcomponents of hospitalization costs. Notably, the treatment method employed had the most substantial impact on hospitalization costs.

CONCLUSION: To the best of knowledge, this is one of the first studies to investigate the hospitalization costs of acute appendicitis incorporating both patient-level and hospital-level covariates, using a large sample size. To reduce the costs associated with acute appendicitis in China, it is recommended to consider suitable treatment options and explore the option of receiving medical care at lower-tier and privately-owned healthcare facilities.

PMID:38145209 | PMC:PMC10748862 | DOI:10.2147/RMHP.S436853

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The interest of intranasal clonidine in the prevention of perioperative children’s anxiety: a prospective randomized trial

Pan Afr Med J. 2023 Sep 25;46:37. doi: 10.11604/pamj.2023.46.37.40310. eCollection 2023.

ABSTRACT

INTRODUCTION: perioperative anxiety in children may lead to psychological and physiological side effects. Clonidine is in increasing use in the pediatric population as an anxiolytic, sedative, and analgesic because of its central alpha2-adrenergic agonist effect. Our study aimed to evaluate the effect of clonidine in the prevention of perioperative children´s anxiety.

METHODS: we conducted a prospective controlled randomized double-blinded clinical trial including children aged between 2 and 15 years undergoing tonsillectomy surgery. The patients were randomly allocated to receive either an intranasal dose of clonidine (4 μg/kg) (clonidine group) or an equal volume dose of saline solution (control group) 30 minutes before entering the operating room. The level of anxiety assessed using the m-YPAS score was recorded before premedication, at the time of parent-child separation, and at the time of installation in the operating room. Acceptance of premedication, degree of sedation on entering the operating room as well as agitation on awakening, and sedation on arrival post-anesthesia care unit were noted. Adverse effects were recorded during the surgical procedure and in the postoperative recovery room.

RESULTS: the number of patients analyzed was 78 with 39 patients in each group. There were no signification differences in demographic data and premedication acceptance between the two groups. Levels of anxiety before any premedication were similar in the two groups. However, the anxiety level 30 minutes after premedication and in the operating room was significantly lower in the clonidine group (p<0.001). Children who received clonidine showed better sedation on entering the operating room (p=0.002) as well as postoperatively on entering the post-anesthesia unit care (p=0.006). The hemodynamic and respiratory parameters recorded were statistically comparable.

CONCLUSION: intranasal clonidine is an interesting premedication to prevent perioperative children´s anxiety with few side effects.

PMID:38145196 | PMC:PMC10746874 | DOI:10.11604/pamj.2023.46.37.40310