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Nevin Manimala Statistics

Artificial Intelligence-Assisted Speech Therapy for /ɹ/: A Single-Case Experimental Study

Am J Speech Lang Pathol. 2024 Aug 22:1-26. doi: 10.1044/2024_AJSLP-23-00448. Online ahead of print.

ABSTRACT

PURPOSE: This feasibility trial describes changes in rhotic production in residual speech sound disorder following ten 40-min sessions including artificial intelligence (AI)-assisted motor-based intervention with ChainingAI, a version of Speech Motor Chaining that predicts clinician perceptual judgment using the PERCEPT-R Classifier (Perceptual Error Rating for the Clinical Evaluation of Phonetic Targets). The primary purpose is to evaluate /ɹ/ productions directly after practice with ChainingAI versus directly before ChainingAI and to evaluate how the overall AI-assisted treatment package may lead to perceptual improvement in /ɹ/ productions compared to a no-treatment baseline phase.

METHOD: Five participants ages 10;7-19;3 (years;months) who were stimulable for /ɹ/ participated in a multiple (no-treatment)-baseline ABA single-case experiment. Prepractice activities were led by a human clinician, and drill-based motor learning practice was automated by ChainingAI. Study outcomes were derived from masked expert listener perceptual ratings of /ɹ/ from treated and untreated utterances recorded during baseline, treatment, and posttreatment sessions.

RESULTS: Listeners perceived significantly more rhoticity in practiced utterances after 30 min of ChainingAI, without a clinician, than directly before ChainingAI. Three of five participants showed significant generalization of /ɹ/ to untreated words during the treatment phase compared to the no-treatment baseline. All five participants demonstrated statistically significant generalization of /ɹ/ to untreated words from pretreatment to posttreatment. PERCEPT-clinician rater agreement (i.e., F1 score) was largely within the range of human-human agreement for four of five participants. Survey data indicated that parents and participants felt hybrid computerized-clinician service delivery could facilitate at-home practice.

CONCLUSIONS: This study provides evidence of participant improvement for /ɹ/ in untreated words in response to an AI-assisted treatment package. The continued development of AI-assisted treatments may someday mitigate barriers precluding access to sufficiently intense speech therapy for individuals with speech sound disorders.

SUPPLEMENTAL MATERIAL: https://doi.org/10.23641/asha.26662807.

PMID:39173110 | DOI:10.1044/2024_AJSLP-23-00448

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Nevin Manimala Statistics

Association of Tobacco Use and Cancer Incidence in India: A Systematic Review and Meta-Analysis

JCO Glob Oncol. 2024 Aug;10:e2400152. doi: 10.1200/GO.24.00152.

ABSTRACT

PURPOSE: To estimate the strength of the association between tobacco use and cancer incidence among the Indian population.

MATERIALS AND METHODS: Data from PubMed, Embase, and Virtual Health Library were searched from inception of databases till April 30, 2022. There were no restrictions except for English language and human study. Case-control and cohort studies on cancer incidence in relation to tobacco use were selected. Data were extracted independently by two investigators, and discrepancies were resolved by a third reviewer. The Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines were followed. The quality assessment was done using the Newcastle Ottawa Scale.

RESULTS: The majority were case-control designs (60, 89.6%), covering diverse geographic regions, with Maharashtra (18, 30%) and Kerala (12, 20%) being the most studied. Pooled effect sizes were calculated using the random-effects model, and forest plots were generated. The risk of any cancer associated with smoked and smokeless tobacco was 2.71 (95% CI, 2.25 to 3.16) and 2.68 (95% CI, 2.22 to 3.14), respectively, indicating similar risks. Gender-wise, smoked tobacco had an association of 2.35 (95% CI, 2.05 to 2.65) for males, whereas for smokeless tobacco, it was 1.77 (95% CI, 1.47 to 2.07) for males and 2.34 (95% CI, 1.26 to 3.42) for females. Regardless of gender, tobacco type, and affected body parts, the risk of cancer due to tobacco use was consistent in the Indian population. Site-specific analysis showed higher risks of respiratory system cancers of 4.97 (95% CI, 3.62 to 6.32) and head and neck cancers of 3.95 (95% CI, 3.48 to 4.42).

CONCLUSION: This study underscores that both smoked and smokeless tobacco are equally harmful to human health among the Indian population, providing insights for stakeholders and policymakers to arrive at tobacco-specific interventions.

PMID:39173081 | DOI:10.1200/GO.24.00152

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Nevin Manimala Statistics

Story Recall in Peer Conflict Resolution Discourse Task to Identify Older Adults Testing Within Range of Cognitive Impairment

Am J Speech Lang Pathol. 2024 Aug 22:1-17. doi: 10.1044/2024_AJSLP-24-00005. Online ahead of print.

ABSTRACT

PURPOSE: The current study used behavioral measures of discourse complexity and story recall accuracy in an expository discourse task to distinguish older adults testing within range of cognitive impairment according to a standardized cognitive screening tool in a sample of self-reported healthy older adults.

METHOD: Seventy-three older adults who self-identified as healthy completed an expository discourse task and neuropsychological screener. Discourse data were used to classify participants testing within range of cognitive impairment using multiple machine learning algorithms and stability analysis for identifying reliably predictive features in an effort to maximize prediction accuracy. We hypothesized that a higher rate of pronoun use and lower scores on story recall would best classify older adults testing within range of cognitive impairment.

RESULTS: The highest classification accuracy exploited a single variable in a remarkably intuitive way: using 66% story recall as a cutoff for cognitive impairment. Forcing this decision tree model to use more features or increasing its complexity did not improve accuracy. Permutation testing confirmed that the 77% accuracy and 0.18 Brier skill score achieved by the model were statistically significant (p < .00001).

CONCLUSIONS: These results suggest that expository discourse tasks that place demands on executive functions, such as working memory, can be used to identify aging adults who test within range of cognitive impairment. Accurate representation of story elements in working memory is critical for coherent discourse. Our simple yet highly accurate predictive model of expository discourse provides a promising assessment for easy identification of cognitive impairment in older adults.

SUPPLEMENTAL MATERIAL: https://doi.org/10.23641/asha.26543824.

PMID:39173074 | DOI:10.1044/2024_AJSLP-24-00005

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How to get over with medication errors underestimation? Improving indices of medication errors with focus on intravenous medications in hematopoietic stem cell transplantation setting; a direct observation study

PLoS One. 2024 Aug 22;19(8):e0307753. doi: 10.1371/journal.pone.0307753. eCollection 2024.

ABSTRACT

BACKGROUND: The administration of intravenous (IV) medications is a technically complicated and error-prone process. Especially, in the hematopoietic stem cell transplantation (HSCT) setting where toxic drugs are frequently used and patients are in critical immunocompromised conditions, medication errors (ME) can have catastrophic reactions and devastating outcomes such as death. Studies on ME are challenging due to poor methodological approaches and complicated interpretations. Here, we tried to resolve this problem using reliable methods and by defining new denominators, as a crucial part of an epidemiological approach.

METHODS: This was an observational, cross-sectional study. A total of 525 episodes of IV medication administration were reviewed by a pharmacist using the disguised direct observation method to evaluate the preparation and administration processes of 32 IV medications in three HSCT wards. We reported errors in 3 ratios; 1) Total Opportunities for Error (TOE; the number of errors/sum of all administered doses observed plus omitted medications), 2) Proportional Error Ratio (the number of errors for each drug or situation/total number of detected errors) and, 3) Corrected Total Opportunities for Errors (CTOE; the number of errors/ Sum of Potential Errors (SPE)).

RESULTS: A total of 1,568 errors were observed out of 5,347 total potential errors. TOE was calculated as 2.98 or 298% and CTOE as 29.3%. Most of the errors occurred at the administration step. The most common potential errors were the use of an incorrect volume of the reconstitution solvent during medication preparation and lack of monitoring in the administration stage.

CONCLUSION: Medication errors frequently occur during the preparation and administration of IV medications in the HSCT setting. Using precise detection methods, denominators, and checklists, we identified the most error-prone steps during this process, for which there is an urgent need to implement effective preventive measures. Our findings can help plan targeted preventive measures and investigate their effectiveness, specifically in HSCT settings.

PMID:39173064 | DOI:10.1371/journal.pone.0307753

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Development and psychometric evaluation of the epilepsy lifestyle questionnaire

PLoS One. 2024 Aug 22;19(8):e0298773. doi: 10.1371/journal.pone.0298773. eCollection 2024.

ABSTRACT

Epilepsy, particularly in older people, is associated with significant changes in physical activities, social and occupational functions, and diet. It is associated with significant changes in physical activities, social and occupational functions, and diet. Valid and reliable instruments are needed to assess these changes. This study aimed to develop and validate a questionnaire to assess lifestyle in older people with epilepsy, named the Epilepsy Lifestyle Questionnaire (ELQ). This methodological study was conducted in 2022. The primary ELQ items were generated through reviewing the literature. Then, its face, content, construct, convergent, and discriminant validity, internal consistency, and test-retest stability were evaluated. Older patients aged ≥ 60 years were recruited from the Iranian Epilepsy Association to assess construct validity using confirmatory factor analysis (CFA). Data were analyzed using the SPSS (v. 26.0), AMOS (v. 24.0), and JASP software. The primary ELQ had 99 items with five subscales, namely health-oriented self-care, risk-averse behavior, emotional and psychosocial adaptation, epilepsy stigma, and intimacy and sexual behaviors. Sixty five items were deleted during psychometric evaluation. CFA showed the good fitting of the five-factor structure of the 34-item ELEQ (PCFI = 0.741, PNFI = 0.693, CMIN/DF = 0.073, IFI = 0.917, CFI = 0.916, AND GFI = 0.902). The values of internal consistency based on Cronbach’s alpha and test-retest reliability based on intraclass correlation coefficient (ICC) of ELQ were 0.89 and 0.95, respectively. The ELQ is a valid and reliable self-report instrument. The results suggest that the ELQ is a useful clinical tool for assessing the lifestyle of patients with epilepsy.

PMID:39173054 | DOI:10.1371/journal.pone.0298773

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Nevin Manimala Statistics

Marginal Bone Level Changes Evaluation of Long-term Functional Dental Implants with the Implant Disease Risk Assessment Diagram: A 2 to 6 Years Follow-up Retrospective Study

Int J Oral Maxillofac Implants. 2024 Aug 16:1-22. doi: 10.11607/jomi.10956. Online ahead of print.

ABSTRACT

Purpose: This study aimed to evaluate the relationship between risk profile assessments of dental implants that have been in function for at least two-year and peri-implant marginal bone loss during the follow-up period using the Implant Disease Risk Assessment Diagram. Material and Methods: A total of 70 patients and 170 implants who had been functionally loaded for at least two years and who attended follow-up sessions were included in the study. Full-mouth plaque index (PI), gingival index (GI), probing depth (PD), bleeding on probing, clinical attachment level (CAL), and peri-implant modified plaque index, modified bleeding index, PD, keratinized mucosal width (KMW), CAL and GR were recorded. According to the IDRA risk diagram, participants and dental implants were divided into low, moderate, and high-risk groups. Marginal bone level (MBL) was measured on periapical radiographs obtained at functional loading (T0) and at the last follow-up session (T1), and mesial and distal marginal bone level changes (ΔMBL) were calculated as T1-T0. Results: A statistically significant correlation was found between the periodontitis history and periodontitis susceptibility and IDRA classification at the patient-level. Full-mouth GI, PD, and BOP were found to be statistically higher in the high-risk IDRA group. No statistically significant result was found between the mesial and distal ΔMBL between the IDRA risk groups.Conclusions: In this study, IDRA risk level increased especially by periodontitis susceptibility and periodontitis history, but no significant difference was found between risk groups in terms of ΔMBL.

PMID:39172500 | DOI:10.11607/jomi.10956

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Nevin Manimala Statistics

A Comparison of Outcome in Patient With and Without Undergoing Cardiopulmonary Exercise Testing (CPET)

Vasc Endovascular Surg. 2024 Aug 22:15385744241277053. doi: 10.1177/15385744241277053. Online ahead of print.

ABSTRACT

BACKGROUND: Cardiopulmonary exercise testing (CPET) is a preoperative risk stratification tool providing an objective measure of fitness and functional capacity. There is however little evidence on the use of this compared to non-physiological test in vascular surgery despite its current use. This study investigates whether CPET perioperatively has value alongside non-physiological testing for patients undergoing elective open abdominal aortic aneurysm (AAA) repair.

METHOD: Retrospective data was collected at 2 vascular centres between 2015-2019 in a CPET centre vs non-CPET centre in patients undergoing elective AAA repair. Outcomes measured included: length of stay in an intensive care unit (ICU); total length of stay; post-operative complications and acute kidney injury (AKI). Statistical analysis was performed using IBM SPSS software.

RESULTS: There were 38 patients at each centre. The mean duration of stay in ICU for patients in CPET centre was 2.5 ± 2.13 days whilst in non-CPET centre it was 3.68 ± 4.08 days (P = 0.05). The mean duration of stay in ICU and total length of stay was significantly shorter in CPET centre (P = 0.05 and P = 0.015 respectively). Mortality in CPET centre was 2.63% and 5.26% in non-CPET centre (not significant). The number of patients developing AKI post-operatively was 13.61% in CPET vs 28.95% in non-CPET centre.

CONCLUSION: CPET tested patients have statistically significant lower length of total and ICU stay compared to non-CPET patients. CPET is therefore a useful adjunct in selecting patients for open surgery compared to non-physiological testing. This study provides some evidence on the use of this routinely but not validated assessment tool in aortic aneurysm repair.

PMID:39172489 | DOI:10.1177/15385744241277053

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Understanding Health Care Disparities Based on Medicare Use for Inflammatory and Infectious Eye Diseases

Transl Vis Sci Technol. 2024 Aug 1;13(8):34. doi: 10.1167/tvst.13.8.34.

ABSTRACT

PURPOSE: Inflammatory and infectious eye diseases are an important cause of visual impairment in patients older than 65 years of age. Health care disparities for eye care are present for general eye care. However, there is lack of national data on health disparities regarding eye care use for inflammatory and infectious eye diseases. Our study examines the effect of gender and race on eye care in patients with inflammatory and infectious eye diseases who are equal or greater than 65 years of age.

METHODS: We have used Medicare data to examine the effect gender and race on use of eye care services in patients with inflammatory and infectious eye diseases for 2014 to 2018. Medicare is a national insurance program administered by the government of United States to insure people age 65 years or older. Owing to its high enrollment, those in Medicare are representative of the U.S. population aged 65 and older.

RESULTS: We found that females have higher use for Medicare for inflammatory and infectious eye diseases across all races from 2014 to 2018. On examining the effect of race, African Americans have lower use as compared with Whites. People of Asian descent have the highest use, followed by Hispanic people.

CONCLUSIONS: Health care disparities exist for eye care use for inflammatory and infectious eye diseases for patients 65 years of age and older. Future studies are required to address these disparities to provide equitable eye care.

TRANSLATIONAL RELEVANCE: Identification of eye care disparities is the first step to addressing these disparities.

PMID:39172483 | DOI:10.1167/tvst.13.8.34

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Nevin Manimala Statistics

Perception of #TheDress in childhood is influenced by age and green-leaf preference

J Vis. 2024 Aug 1;24(8):11. doi: 10.1167/jov.24.8.11.

ABSTRACT

The perception of the ambiguous image of #TheDress may be influenced by optical factors, such as macular pigments. Their accumulation during childhood could increase with age and the ingestion of carotenoid-containing foods. The purpose of this study was to investigate whether the visual perception of the dress in children would differ based on age and carotenoid preference. This was a cross-sectional, observational, and comparative study. A poll was administered to children aged 2 to 10 years. Parents were instructed to inquire about the color of #TheDress from their children. A carotenoid preference survey was also completed. A total of 413 poll responses were analyzed. Responses were categorized based on the perceived color of the dress: blue/black (BB) (n = 204) and white/gold (WG) (n = 209). The mean and median age of the WG group was higher than the BB group (mean 6.1, median 6.0 years, standard deviation [SD] 2.2; mean 5.5, median 5.0 years, SD 2.3; p = 0.007). Spearman correlation between age and group was 0.133 (p = 0.007). Green-leaf preference (GLP) showed a statistically significant difference between groups (Mann-Whitney U: p = 0.038). Spearman correlation between GLP and group was 0.102 (p = 0.037). Logistic regression for the perception of the dress as WG indicated that age and GLP were significant predictors (age: B weight 0.109, p = 0.012, odds ratio: 1.115; GLP: B weight 0.317, p = 0.033, odds ratio: 1.373). Older children and those with a higher GLP were more likely to perceive #TheDress as WG. These results suggest a potential relationship with the gradual accumulation of macular pigments throughout a child’s lifetime.

PMID:39172467 | DOI:10.1167/jov.24.8.11

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Longitudinal Changes in Emergency Medical Services Advanced Airway Management

JAMA Netw Open. 2024 Aug 1;7(8):e2427763. doi: 10.1001/jamanetworkopen.2024.27763.

ABSTRACT

IMPORTANCE: Identifying longitudinal changes in advanced airway management by emergency medical services (EMS) is crucial for understanding practice patterns and optimizing care.

OBJECTIVE: To examine the longitudinal trends in endotracheal intubation (ETI) and supraglottic airway (SGA) utilization in a national EMS cohort.

DESIGN, SETTING, AND PARTICIPANTS: This retrospective cross-sectional study analyzed 2011 to 2022 data from the ESO Data Collaborative, a national database of US prehospital electronic health records. The study included all 911 EMS events in which advanced airway management was attempted. Data were analyzed from November 2022 to January 2024.

EXPOSURES: Advanced airway management attempts, including ETI, SGA, and surgical airways.

MAIN OUTCOMES AND MEASURES: The annual percentage of ETI and SGA attempts, stratified by underlying condition (cardiac arrest, nonarrest medical, nonarrest trauma, pediatrics).

RESULTS: Among 47.5 million EMS activations, 444 041 (mean [SD] age, 60.6 [19.8] years; 273 296 [61.5%] men) involved advanced airway management, including 305 584 (68.8%) that used ETI and 200 437 (45.1%) that used SGA. The overall incidence was 9.3 per 1000 EMS events. In the cardiac arrest cohort from 2011 to 2022, EMS events with ETI attempts decreased from 2470 of 2831 (87.3%) to 40 083 of 72 793 (55.1%) and those with SGA attempts increased from 711 of 2831 (25.1%) to 44 386 of 72 793 (61.0%). In the pediatric subset, there were similarly large decreases in ETI attempts, from 117 of 182 EMS events (97.3%) to 1573 of 2307 EMS events (68.2%), and increases in SGA attempts, from 11 of 182 EMS events (6.6%) to 1058 of 2307 EMS events (45.9%). In the nonarrest medical and nonarrest trauma cohorts, ETI attempts decreased and SGA attempts increased but to a much lower extent.

CONCLUSIONS AND RELEVANCE: In this national cross-sectional study of EMS care episodes, there were marked shifts in advanced airway management practices, with the increased use of SGA and decreased use of ETI. These observations highlight current trends in EMS airway management practices.

PMID:39172452 | DOI:10.1001/jamanetworkopen.2024.27763