An interpretable machine learning tool for in-home monitoring of agitation episodes in people living with dementia: a proof-of-concept studyResearch in context by Marirena Bafaloukou, Ann-Kathrin Schalkamp, Nan Fletcher-Lloyd, Alex Capstick, Chloe Walsh, Cynthia Sandor, Samaneh Kouchaki, Ramin Nilforooshan, Payam Barnaghi

“…Key features for identifying agitation included low nocturnal respiratory rate, heightened alertness during sleep, and increased indoor illuminance, as revealed by statistical and feature importance analysis. Using our interactive tool, we identified indoor lighting and temperature adjustments as the most promising and feasible intervention options within our cohort. …”
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Recruiting Young People for Digital Mental Health Research: Lessons From an AI-Driven Adaptive Trial by Wu Yi Zheng, Artur Shvetcov, Aimy Slade, Zoe Jenkins, Leonard Hoon, Alexis Whitton, Rena Logothetis, Smrithi Ravindra, Stefanus Kurniawan, Sunil Gupta, Kit Huckvale, Eileen Stech, Akash Agarwal, Joost Funke Kupper, Stuart Cameron, Jodie Rosenberg, Nicholas Manoglou, Manisha Senadeera, Svetha Venkatesh, Kon Mouzakis, Rajesh Vasa, Helen Christensen, Jill M Newby

“…Recruitment data, including engagement metrics collected by Meta (Facebook and Instagram), advertising costs, and Qualtrics data on recruitment methods and survey completion rates, were analyzed using RStudio with R (version 3.6.3; R Foundation for Statistical Computing). ResultsIn total, 1314 eligible participants (aged 22.79, SD 4.71 years; 1079, 82.1% female) were recruited to 2 pilot trials and 6 minitrials. …”
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Evaluation of long‐acting cabotegravir safety and pharmacokinetics in pregnant women in eastern and southern Africa: a secondary analysis of HPTN 084 by Sinead Delany‐Moretlwe, Brett Hanscom, Xu Guo, Clemensia Nkabiito, Patricia Mandima, Patricia Ntege Nahirya, Juliet Mpendo, Muchaneta Bhondai‐Mhuri, Nyaradzo Mgodi, Rebecca Berhanu, Jennifer Farrior, Estelle Piwowar‐Manning, Susan L. Ford, Craig W. Hendrix, Alex R. Rinehart, James F. Rooney, Adeola Adeyeye, Raphael J. Landovitz, Myron S. Cohen, Mina C. Hosseinipour, Mark A. Marzinke, the HPTN 084 Study Team

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Barcelona scale for buccophonatory apraxia: Quantitative assessment tool by N. Montagut, S. Borrego-Écija, J. Herrero, A. Lladó, M. Balasa, E. Muñoz, F. Valldeoriola, R. Sánchez-Valle

“…The scale was useful to differentiate vnfPPA from svPPA and Parkinson’s disease (area under curve [AUC] of 0.956 and 0.989, respectively), but less to differentiate it from Huntington’s disease (AUC = 0.67) and lvPPA. There was a statistically significant relationship between total score and disease severity in nfvPPA (P < .029). …”
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Escala Barcelona para la apraxia bucofonatoria: instrumento de evaluación cuantitativo by N. Montagut, S. Borrego-Écija, J. Herrero, A. Lladó, M. Balasa, E. Muñoz, F. Valldeoriola, R. Sánchez-Valle

“…The scale was useful to differentiate vnfPPA from svPPA and Parkinson's disease (area under curve [AUC] of 0.956 and 0.989 respectively), but less to differentiate it from Huntington's disease (AUC = 0.67) and lvPPA. There was a statistically significant relationship between total score and disease severity in nfvPPA (p < 0.029). …”
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Mitral Valve Repair by Irbaz Hameed, MD, Adham Ahmed, BS, Christina Waldron, BS, Percy T. Algarate, MD, Michal Kawczynski, MD, Maurish Fatima, MBBS, BS, Amnah Alhazmi, MBBS, Samantha Colon, BS, Alexandria Brackett, MA, MLIS, Samuel Heuts, MD, PhD, Peyman Sardari Nia, MD, PhD, Mario Gaudino, MD, PhD, Vinay Badhwar, MD, Arnar Geirsson, MD

“…For degenerative mitral disease, >45 cases/y was associated with significantly improved freedom from recurrent mitral regurgitation (HR: 0.51; 95% CI: 0.36-0.72; P < 0.001); the volume outcome association for freedom from reoperation was not statistically significant (P = 0.58). Conclusions: Our study validates volume cutoffs associated with optimal long-term outcomes following isolated MVr. …”
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Providing a model of consumer behavior in creating brand attachment with an emphasis on the packaging component of food industry companies by maziar Ghasemzadeh Sangroudi, karim hamdi, SHADAN VAHABZADEH MUNSHI

“…In the quantitative phase of the research, the statistical population in this phase of the research includes 300 food industry companies, which includes an unlimited number of food industry companies' customers. …”
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Resultados a corto y largo plazo tras trasplante cardíaco en pacientes con cardiopatías congénitas by Marta Molina, Elena Roselló, Manel Tauron, Juan F. Tabilo, Constanza Fernandez, Carla Gotsens, Exzequiel Pueblas, José Montiel, Sandra Casellas, Angela Irabien, Laura Corominas, Laura López, Sonia Mirabet, Antonino Ginel

“…A retrospective cohort study (congenital/non-congenital) with long-term follow-up was conducted. Statistical analysis was performed using Stata. Results: A total of 636 transplanted patients were included, of which 37 had congenital heart disease. …”
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Reconstruction of U.S. Regional-Scale Soybean SIF Based on MODIS Data and BP Neural Network by YAO Jianen, LIU Haiqiu, YANG Man, FENG Jinying, CHEN Xiu, ZHANG Peipei

“…After simultaneously incorporating EVI, FPAR, and LST as explanatory variables to model, achieved a goodness of fit with an R2 value of 0.84, this statistical metric validated the model's capability in predicting SIF data, it also reflected that the reconstructed 8 d time resolution of SIF data's reliability of applying to small-scale agricultural crop photosynthesis research with 500 m×500 m spatial scale. …”
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Dynamic Challenges of Active Tuberculosis: Prevalence and Risk Factors of Co-Infection in Clinical and Microbiological Characteristics at King Abdulaziz University Hospital, Jeddah... by Mokhtar JA, Attallah DM, Jiman-Fatani AA, Al-Rabia MW, Alqarni MA, Saleh BH, Amboon MM, Altorki TA, Alkuwaity KK, Abujamel T, Kaki R, Albarakati TN, Daghistani H, Ismail MA, Alharbi O, Abu ITM, Alfadil A, Ibrahem K, Mufrrih M, Sait AM

“…Data were analyzed using SPSS, with chi-square and logistic regression identifying risk factors. Statistical significance was determined at a threshold of p < 0.05. …”
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Three in four children age 12–23 months missed opportunities for vaccination in Sub-Saharan African countries: a multilevel mixed effect analysis of demographic health and surveys... by Melak Jejaw, Tesfahun Zemene Tafere, Misganaw Guadie Tiruneh, Asebe Hagos, Getachew Teshale, Mikias Mered Tilahun, Wubshet D. Negash, Kaleb Assegid Demissie

“…Methods This study used nationally representative demographic and health survey data collected from 2016 to 2023 among 44,149 children aged 12 to 23 months in SSA countries. Stata version 14 statistical package was used. Bi-variable and multivariable logistic regression analyses were done to ascertain factors associated with a missed opportunity for vaccination at a p-value less than 0.05 with adjusted odds ratios (AORs) with a 95% confidence interval. …”
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Editorial by Ann-Kristin Kölln, Antony Mason, Jörg Tremmel, Markus Rutsche, Maria Lenk

“…In addition, his analysis also points out that a highly homogenous network composition is a statistically significant predictor of joining a political party. …”
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Prevención de eventos trombóticos en pacientes sometidos a cirugía de artrodesis lumbar por vía posterior: experiencia en nuestro centro. Estudio retrospectivo de casos by M. Desviat Ruiz, P. Jordà Gómez, K. Ramón López, J.M. Romero Martínez, J.J. Valls Vilalta, N. Fernández Fernández, Á. Chulvi Gimeno, L. Cuñat Navarro, J. Poyatos Campos

“…None of the variables studied had statistical significance for the occurrence of a thrombotic event. …”
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Profil Kasus Tuberkulosis Paru di Instalasi Rawat Inap Paru RSUP Dr. M. Djamil Padang Periode 1 Januari 2010 - 31 Desember 2011 by Muhammad Gamal Eddin, Oea Khairsyaf, Elly Usman

“…Data analyzed resultswith Chi Square results on X 2  is 2,5  and suggested that statistically there is no relationship between gender and acid- fast bacilii examination (p &gt; 0,05). …”
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ABO-incompatible liver transplantation – exploring utilitarian solutions to restricted access and organ shortages: A single-centre experience from Johannesburg, South Africa by E U Wessels, J Loveland, H Maher, P Gaylard, B Bobat, A D Mahomed, D Parbhoo, M R Beretta, C Hajinicolaou, P Walabh, S Berkenfeld, D Demopoulos, S Rambarran, B Ströbele, F van der Schyff, J Fabian, L Brannigan

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Les fours « à pain » dans les Gaules et les Germanies (ve s. av. J.-C.-ve s. apr. J.-C.), un regard technique by Nicolas Monteix, Camille Noûs

“…BC are sometimes very broad and thus require statistical weightings. The first dome ovens for baking “bread” are only attested to from the 4th c. …”
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Editorial by Ann-Kristin Kölln, Antony Mason, Maria Lenk, Jörg Tremmel, Markus Rutsche

“…Rather surprisingly, their various statistical models show no noteworthy effect of any of the party characteristics on the representation of young MPs in the European Parliament, 1979-2019. …”
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Investigating the hatchability and nauplii biometry of Artemia franciscana in unconventional waters of Sistan region, Southeast Iran by Hashem Khandan Barani, Abdolali Rahdari, Narjes Sanchooli, Ali Khosravanizadeh

“…Pearson’s correlation coefficient (r) was calculated for the statistical interpretation of the influence of the physicochemical variables on hatching rate and body length. …”
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[Translated article] Thrombotic event prevention in patients undergoing posterior lumbar arthrodesis: Our experience. A retrospective case series study by M. Desviat Ruiz, P. Jordà Gómez, K. Ramón López, J.M. Romero Martínez, J.J. Valls Vilalta, N. Fernández Fernández, Á. Chulvi Gimeno, L. Cuñat Navarro, J. Poyatos Campos

“…None of the variables studied had statistical significance for the occurrence of a thrombotic event. …”
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Suitable Sowing Date Method of Winter Wheat at the County Level Based on ECMWF Long-Term Reanalysis Data by LIU Ruixuan, ZHANG Fangzhao, ZHANG Jibo, LI Zhenhai, YANG Juntao

“…Key sowing date indicators such as suitable sowing temperature for different wheat varieties, growing degree days (GDD)≥0 ℃ from different sowing dates to before overwintering, and daily average temperature over the years were used for statistical analysis of the suitable sowing date for winter wheat. …”
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