From Data to Decisions: AI in Varicose Veins—Predicting, Diagnosing, and Guiding Effective Management by Lakshmi Sree Pugalenthi, Chris Garapati, Srivarshini Maddukuri, Fnu Kanwal, Jaspreet Kumar, Naghmeh Asadimanesh, Surbhi Dadwal, Vibhor Ahluwalia, Sidhartha Gautam Senapati, Shivaram P. Arunachalam

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Development of a generic decision guide for patients in oncology: a qualitative interview study by Lia Schilling, Jana Kaden, Isabel Bán, Birte Berger-Höger, on behalf of the TARGET group

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Improved antibiotic prescribing using indication‐based clinical decision support in the emergency department by Foster R. Goss, Kelly Bookman, Michelle Barron, Daniel Bickley, Brady Landgren, Miranda Kroehl, Kayla Williamson, Richard Zane, Jennifer Wiler

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Exploring the multifaceted correlates of household decision-making autonomy among married women in Cameroon by Daniel Amoak, Yujiro Sano, Satveer Dhillon, George N. Chidimbah Munthali, Roger Antabe, Isaac Luginaah

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Exploring barriers and facilitators for the potential implementation of the decision tool-functional independence in primary care by E. A. L. M. Molenaar, J. A. Barten, N. Bleijenberg, N. J. de Wit, C. Veenhof

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Mining hypertension predictors using decision tree: Baseline data of Kharameh cohort study by abbas Rezaianzadeh, Samane Nematolahi, maryam jalali, Shayan Rezaeianzadeh, Masoumeh Ghoddusi Johari, Seyed Vahid Hosseini

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Patients' Attitudes Towards Integrating Environmental Sustainability Into Healthcare Decision‐Making: An Interview Study by Eva S. Cohen, Dionne S. Kringos, Fleur Grandiek, Lisanne H. J. A. Kouwenberg, Nicolaas H. Sperna Weiland, Cristina Richie, Wouter J. K. Hehenkamp, Johanna W. M. Aarts

“…Results Five main themes were developed from the data: (1) Patients are an integral part of the transition to sustainable healthcare, (2) Patients are open to information on environmental impact of healthcare, (3) Information on environmental impact should be tailored to the individual patient and context, (4) Patients vary in preferences for involvement in decision‐making related to environmental sustainability and (5) Patients prioritize individual health over environmental concerns in healthcare decision‐making. …”
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Decision-making behavior in patients with depressive disorder and its relationship with depressive and anxiety symptoms by Wang Yuxiang, Zhang Luoya, Zhang Maomao, Deng Juan, Peng Yanjie, Cheng Xiaotong, Liu Kezhi, Lei Wei, Chen Jing

“…BackgroundPatients with depressive disorder often exhibit impaired decision-making functions. However， the relationship between decision-making abilities and depressive and anxiety symptoms in these patients remains unclear.ObjectiveTo explore the characteristics of decision-making behavior in patients with depressive disorder， and to analyze its relationship with clinical symptoms.MethodsA total of 48 patients diagnosed with depressive disorder according to the Diagnostic and Statistical Manual of Mental Disorders， fourth edition （DSM-IV） were recruited from the Department of Psychosomatic Medicine of the Affiliated Hospital of Southwest Medical University from October 2020 to May 2023. …”
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The nursing shared decision making attitude scale: A translation and psychometric evaluation study by Stefanie van den Broek, Floor Halvorsen, Bregje Raap- van Sleuwen, Rien de Vos

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Investigating the Factors Behind Patients' Desire and Decision to be Accompanied: A Cross‐Sectional Analysis by Mehmet Göktuğ Kılınçarslan, Büşra Dönmez, Yasemin Kaya Beştepe, Büşra Nur Kırıkcıoğlu, Merve Akbaşoğlu, Bezar Karakaya, Erkan Melih Şahin

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Developing decision support algorithm for hypertension medications for use in a digital therapeutic system by Jeannie K. Lee, J. Skye Nicholas, Amani Albadawi, Kathleen C. Insel

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Impact of Nasopharyngeal FilmArray Respiratory Panel Results on Antimicrobial Decisions in Hospitalized Patients by Kenneth K. Sakata, Natalya Azadeh, Anjuli Brighton, M’hamed Temkit, Christine L. Klassen, Thomas E. Grys, Holenarasipur R. Vikram

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Factors influencing parents’ food-purchasing decisions in the Pacific: a qualitative study in Tonga by Sela Ki Folau Fusi, Alessandro Crocetti, Adrian J. Cameron, Megan Ferguson, Kathryn Backholer, Jennifer Browne

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External Validation of a Predictive Model for Thyroid Cancer Risk with Decision Curve Analysis by Juan Jesús Fernández Alba, Florentino Carral, Carmen Ayala Ortega, Jose Diego Santotoribio, María Castillo Lara, Carmen González Macías

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Psychological and Social Factors in Jury Decision-Making: An Analysis of the Influence of Implicit Bias and Prejudice by João Miguel Alves Ferreira, Sergii Tukaiev

“…However, a growing body of research suggests that psychological and social factors, such as implicit bias and cultural prejudices, can significantly influence the jury's decision-making process, compromising impartiality and potentially leading to judicial errors [1][3][5]. …”
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Implementation of multidisciplinary team decisions on the management of complex bone and joint infections: an observational study by Jaap L.J. Hanssen, Henrica M.J. van der Linden, Martha T. van der Beek, Robert J.P. van der Wal, Marco F. Termaat, Mark G.J. de Boer, Henk Scheper

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Determinants of Ecological Decisions of Users of Single-Family Houses in Poland in the Field of Energy Generation by Łukasz Kuźmiński, Joanna Dynowska, Rafał Nagaj, Sergiy Kozmenko, Tomasz Norek, Marcin Rabe, Andrzej Gawlik, Katarzyna Widera

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Effects of shared decision-making oriented vocational training on the social function of patients with schizophrenia by Jiang Chunyan, Shuai Jiuhong, Deng Hongyuan, Zheng Junhua, Gou Chunfeng, Yang Xiaoli, Tong Deying, Feng Hao, Huang Xia, Gao Ru

“…Participants were randomly allocated into the research group （n=34） and the control group （n=34） using a random number table method. Both groups received routine rehabilitation training， while the research group received shared decision-making oriented vocational training for 12 weeks， 2 times a week for 2 hours each time. …”
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Development and evaluation of a dynamic nomogram model for intraoperative blood transfusion decision-making by Min Li, Wei Jiang, Jialing Lin, Hui Du, Jiawen Shan, Li Qin

“…In the training set, independent risk factors affecting intraoperative blood transfusion in patients were obtained through Lasso regression and binary logistic regression analysis, and the regression model was established and validated.ResultsThrough Lasso regression with cross-validation and binary logistic regression analysis, the independent risk factors affecting patients’ intraoperative blood transfusion decision-making were determined as ASAs (III) (OR = 3.009, 95% CI = 1.311–6.909), surgical grading (IV) (OR = 3.772, 95% CI = 1.112–12.789), EBL (OR = 1.003, 95% CI = 1.002–1.004), preHGB (OR = 0.932, 95% CI = 0.919–0.946), LVEF (OR = 1.063, 95% CI = 1.028–1.098), Temp (OR = 57.14, 95% CI = 9.740–35.204), preAPTT (OR = 1.147, 95% CI = 1.079–1.220), and preDD (OR = 1.127, 95% CI = 1.048–1.212). …”
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A Stepwise decision tree model for differential diagnosis of Kimura’s disease in the head and neck by Rui Luo, Gongxin Yang, Huimin Shi, Yining He, Yongshun Han, Zhen Tian, Yingwei Wu

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