An AutoML-Powered Analysis Framework for Forest Fire Forecasting: Adapting to Climate Change Dynamics by Shuo Zhang, Mengya Pan

“…Using the prediction model, which was constructed with the AutoGluon framework, the experimental results indicate that models under the AutoGluon framework (e.g., KNeighborsDist classifier) significantly outperform traditional machine learning models in terms of accuracy, precision, recall, and F1-Score, with the highest accuracy rate reaching 0.960. Model error analysis shows that models under the AutoGluon framework perform better in error control. …”
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WisdomModel: convert data into wisdom by Israa Mahmood, Hasanen Abdullah

“…This paper presents the development of a wisdom framework that reduces the error rate to less than 3% without human intervention. …”
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The Design and Evaluation of an Ergonomic Contactless Gesture Control System for Industrial Robots by Gilbert Tang, Phil Webb

“…In industrial human-robot collaboration, variability commonly exists in the operation environment and the components, which induces uncertainty and error that require frequent manual intervention for rectification. …”
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A Computational Cognitive Biomarker for Early-Stage Huntington's Disease. by Thomas V Wiecki, Chrystalina A Antoniades, Alexander Stevenson, Christopher Kennard, Beth Borowsky, Gail Owen, Blair Leavitt, Raymund Roos, Alexandra Durr, Sarah J Tabrizi, Michael J Frank

“…While symptomatic HD subjects differed substantially from controls in behavioral measures [reaction time (RT) and error rates], there was no such clear behavioral differences in pre-HD. …”
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A competing risk analysis of predictors of time to lost to follow-up among adults with TB/HIV coinfection in Bahir Dar by Robel Demelash, Getachew Hailu, Taye Abuhay, Zemenu Addis, Ayenew Tega, Degarege Nibret, Yitagesu Habtu

“…For TB treatment LTFU, significant predictors were rural residence (SDHR: 0.11), divorced (SDHR: 2.81), widowed (SDHR: 5.92), BMI < 18.5 (SDHR: 0.41), ambulatory functional status (SDHR: 2.59), adverse drug effects (SDHR: 2.87), and poor ART adherence (SDHR: 5.72). Considering errors in competing events, ART LTFU was higher among rural dwellers, individuals with advanced disease, nutritional deficits, or adverse drug effects requiring prioritised, multifaceted interventions. …”
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Scalable AI-driven air quality forecasting and classification for public health applications by Mohammad Wasil Jalali, Bahir Saidi, Habibullah Farahmand, Mohammad Aref Rezvan Panah, Eda Nur Saruhan

“…Results The TSMixer model stood out in regression tasks, achieving a high R² score of 0.9861 and a low mean squared error (MSE) of 0.0278. In classification tasks, the Random Forest model performed best with an accuracy of 99.96%, slightly outperforming XGBoost at 99.48%. …”
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Effects of body weight-supported Tai Chi Yunshou training on upper limb motor function in stroke patients: A three-arm parallel randomized controlled trial. by Liying Zhang, Xiaoming Yu, Wangsheng Liao, Jiening Wang, Yan Lu, Naizhen Wang, Zhou Huanxia

“…<h4>Results</h4>After 12 weeks of intervention, significant improvements were observed in all evaluation indicators for the three groups of subjects compared to before the intervention. …”
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Incident prescriptions for common cardiovascular medications: comparison of recent versus pre-2020 medication adherence and discontinuation in three universal health care systems by Candace D. McNaughton, Peter C. Austin, Cynthia A. Jackevicius, Anna Chu, Jessalyn K. Holodinsky, Michael D. Hill, Colleen M. Norris, Mukesh Kumar, Noreen Kamal, Douglas S. Lee, Nadia Khan, Manav V. Vyas, Raed A. Joundi, Moira K. Kapral, Amy Y. X. Yu

“…For each medication class, adherence in the recent period, defined as ≥ 0.80 proportion-of-days-covered (PDC), was compared to the pre-pandemic period using modified Poisson regression with robust error variance, adjusted for patient characteristics. …”
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Pathways Between Parental Attitudes and Early Childhood Caries in Preschool Children by Apolinaras Zaborskis, Aistė Kavaliauskienė, Jaunė Razmienė, Augustė Razmaitė, Vilija Andruškevičienė, Julija Narbutaitė, Eglė Aida Bendoraitienė

“…Identifying the associations between dental caries risk factors helps plan interventions.…”
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Investigating Google Trends to forecast acute febrile illness outbreaks in North India reported through the Integrated Disease Surveillance Program by Madhur Verma, Kamal Kishore, Pragyan Paramita Parija, Soumya Swaroop Sahoo, Dolly Gambhir, Usha Gupta, Rakesh Kakkar

“…Among the models evaluated, the Malaria model [SARIMA(1,1,1)(1,1,1)] demonstrated the best performance with a balanced fit and reasonable accuracy, while the Enteric Fever model [SARIMA(0,1,0)(1,1,1)] exhibited low prediction error but weak seasonal significance. In contrast, the Dengue [SARIMA(1,1,0)(1,1,0)] and Chikungunya [ARIMA(1,0,0)(0,0,0)] models had high forecast errors, limiting their predictive reliability. …”
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Ecological Pea Production in Hungary: Integrating Conservation Tillage with the Application of <i>Rhizobium</i> spp., <i>Ensifer</i> spp., <i>Pseudomonas</i> spp., and <i>Bacillus<... by Jana Marjanović, Abdulrahman Maina Zubairu, Sandor Varga, Shokhista Turdalieva, Réka Erika Döbröntey, Mária Ágnes Fodor, Apolka Ujj

“…The standard significance level of <i>p</i> < 0.05 was used to balance error risks, ensure adequate statistical power, and maintain consistency with established agricultural research practices. …”
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Cross-cultural adaptation and validation of the Chinese version of the taste and smell survey for cancer patients by Haixin Liang, Qing Yang, Li Yin, Huarong Pang, Enmei Jiu, Bin Li, Lei Qin

“…It is expected to help clinical professionals provide evidence-based interventions related to TSAs in cancer patients undergoing treatments in the Chinese cultural context.…”
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Incidence of Mortality among Under-Five-Year-Old Children Born to Women Living with HIV and Those Born to Women Not Living with HIV in Botswana: A 5-Year Retrospective Study by Onalethata Lesetedi, Jose Gaby Tshikuka, Shimeles G Hamda, Mgaywa Gilbert Mjungu Damas Magafu, Roy Tapera, Tiny Masupe, Julius Chacha Mwita

“…The overall average and standard error (SE) time to event/death for UFC born to women living with and not living with HIV was 54.80 (0.18) months. …”
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Validation of the Perceived Barriers to Antiretroviral Therapy Adherence (PEDIA) Scale Among Gay, Bisexual, and Other Men Who Have Sex With Men and Transgender and Nonbinary Person... by Victor C Matos, Dyego Carlos Araújo, Thiago S Torres, Paula M Luz

“…CFA fit indices for PEDIAr were adequate (root mean square error of approximation=0.07, comparative fit index=0.95, Tucker-Lewis Index=0.94, standardized root mean square residual=0.05). …”
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Point-of-care haemoglobin accuracy and transfusion outcomes in non-cardiac surgery at a Canadian tertiary academic hospital: protocol for the PREMISE observational study by Dean A Fergusson, Ranjeeta Mallick, Tim Ramsay, Daniel I McIsaac, Alan Tinmouth, Guillaume Martel, Justin Presseau, François Martin Carrier, Karine Brousseau, Leah Monette, Aklile Workneh, Julie Shaw, Christopher Wherrett

“…Introduction Transfusions in surgery can be life-saving interventions, but inappropriate transfusions may lack clinical benefit and cause harm. …”
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Risk Factor Analysis and Prediction Model Construction and Validation of Depression During Pregnancy by Huiling Qu, Yanna Zhou, Yi Yu

“…A nomogram model was developed based on the multifactor analysis, showing a mean absolute error of 0.011 in the calibration curve, indicating good predictive accuracy. …”
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The neural signature of high myopia: structural and functional brain alterations and their cognitive-emotional associations by Xuan Li, Kuan Zhao, Kuan Zhao, Kuan Zhao, Boling Deng, Boling Deng, Boling Deng, Zhengzheng Wu, Zhengzheng Wu, Zhengzheng Wu, Ling Wei, Ling Wei, Ling Wei

“…Beyond refractive error, myopia is increasingly recognized as a systemic condition with neurological implications, associated with visual dysfunction and structural retinal–choroidal alterations. …”
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Psychometric properties of the Chinese version of scales of knowledge, attitude, and practice of self-care for patients with arteriovenous fistula: a translation and verification s... by Chuang Li, Chuang Li, Youbei Lin, Jiaxin Cheng, Danfeng Xu, Danfeng Xu, Lan Zhang

“…Confirmatory factor analysis (CFA) demonstrated good model fit, with fit indices such as the chi-square value, Comparative Fit Index (CFI), Tucker–Lewis Index (TLI), and Root Mean Square Error of Approximation (RMSEA) meeting acceptable standards. …”
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Effects of Parental Attitudes in Childhood on Depressive Symptoms Through Trait Anxiety and Negative Life Events in Adult Volunteers by Hayashida T, Kikkawa M, Masuya J, Ono M, Ito S, Nibuya R, Takashio O, Tamada Y, Hashimoto N, Inoue T

“…The model fit was good or acceptable (Comparative Fit Index &gt; 0.97 and Root Mean Square Error of Approximation &lt; 0.08).Conclusion: This study suggested that parental attitudes in childhood influence adult depressive symptoms through TA and NLEs. …”
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Intention to Use a Mental Health App for Menopause: Health Belief Model Approach by Nayra A Martin-Key, Erin L Funnell, Jiri Benacek, Benedetta Spadaro, Sabine Bahn

“…Despite this, mental health screening is not consistently integrated into menopausal health care, and access to psychological interventions is limited. Digital technologies, such as web and smartphone apps, may offer a way to facilitate and improve mental health care provision throughout menopause. …”
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