Global DevOps Market Dynamics and Workforce Analysis by Oksana Vasylenko, Kateryna Shulakova, Liliia Bodnar, Eduard Siemens, Roman Tsarov, Oleksandr Vudvud

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Workforce Analysis from an Accounting Perspective: What Do the Determinants Really Demand? by Tuğba Koç, Bilge Katanalp, Adem Akbıyık

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Global burden of gallbladder and biliary diseases (1990–2021) with healthcare workforce analysis and projections to 2035 by Fangyi Dai, Yuzhou Cai, Shangjin Yang, Jingyang Zhang, Yong Dai

“…Our healthcare workforce analysis revealed substantial disparities; high-burden Honduras had only 48.3 health workers per 10,000 population (8.4 physicians), while Austria had 385.5 (45.6 physicians), despite similar disease prevalence. …”
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Global trends and health workforce analysis of breast cancer burden from high red meat consumption 1990–2050 using machine learning approach by Yuzhou Cai, Jingxian Qian

“…Denmark's greatest decline (APC: −2.379%). Healthcare workforce analysis demonstrated strong initial correlations between nursing/midwifery density and disease burden (r = 0.68, 1990) that weakened substantially over time (r = 0.24, 2019), suggesting evolving detection-prevention dynamics. …”
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VASARI-auto: Equitable, efficient, and economical featurisation of glioma MRI by James K. Ruffle, Samia Mohinta, Kelly Pegoretti Baruteau, Rebekah Rajiah, Faith Lee, Sebastian Brandner, Parashkev Nachev, Harpreet Hyare

“…We quantified 1) agreement across neuroradiologists and VASARI-auto, 2) software equity, 3) an economic workforce analysis, and 4) fidelity in predicting survival. …”
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The Engagement in Physical Activity for Middle-Aged and Older Adults with Multiple Chronic Conditions: Findings from a Community Health Assessment by Wei-Chen Lee, Marcia G. Ory

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Identifying latent workforce capacities for extreme heat resilience: An artificial intelligence assisted approach by Jieshu Wang, Patricia Solís

“…The findings not only demonstrate the potential of large language models in workforce analysis but also contributed to shaping Arizona’s first Extreme Heat Preparedness Plan. …”
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Integrating human resource management in urban workforce development: A focus on salary increments by L. Yu, A. Santos

“…The analysis involved calculating percentages and frequencies to describe respondent demographics and using weighted means to assess factors influencing salary increments and employee welfare.FINDINGS: Founded in 2006 and now operating in over 30 countries, the company demonstrates a significant global presence. Workforce analysis revealed a predominantly male demographic (63.33%) and a significant concentration of employees aged 36-45 years (83.33%), indicative of a mature and experienced employee base. …”
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The state of stroke medicine in ukraine before the reform of specialized care by M.D. Tonchev, D.V. Lebedynets, P.V. Lebedynets, V.E. Litovchenko, A.O. Nos

“…Only 235 institutions had specialized intensive care units. Workforce analysis showed a sufficient number of neurologists, neurosurgeons, and anesthesiologists; however, the lack of standardized treatment approaches led to inconsistency in care quality. …”
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Otolaryngology Workforce Projections in the United States, 2021–2036 by Lorik Berisha, Aman M. Patel, Alan Nguyen, Roshan V. Patel, Sapan M. Patel, Hassaam S. Choudhry, Rohini Bahethi, David W. Wassef, Paul T. Cowan, Ghayoour S. Mir, Andrey Filimonov

“…Methods Otolaryngology workforce projection data from the Bureau of Health Workforce (BHW), Health Resources and Services Administration's (HRSA) Health Workforce Simulation Model (HWSM), and National Center for Health Workforce Analysis (NCHWA) were collected and analyzed to project supply versus demand from 2021 to 2036. …”
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Global burden, temporal trends, and health workforce correlations of gallbladder and biliary tract cancer: a comprehensive analysis from 1990 to 2021 with projections to 2046 by Fangyi Dai, Huayou Luo, Yuzhou Cai, Yong Dai

“…Population growth contributed 76.7% to absolute burden increases, aging added 43.3%, while epidemiological improvements reduced burden by 19.9%. Health workforce analysis revealed paradoxical positive correlations between conventional healthcare personnel density and disease burden (physicians/community health workers: r = 0.61 for incidence, r = 0.47 for mortality), while traditional practitioners showed consistent negative correlations (r=-0.17 for incidence, r=-0.25 for mortality). …”
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Insights into the epidemiological analysis of subarachnoid hemorrhage burden and trends in middle-aged and elderly populations: a global perspective from the Global Burden of Disea... by Guiming Chen, Yuzhou Cai, Meng Ju, Xiye Zheng, Peng Bai

“…Our novel health workforce analysis revealed that emergency medical workers demonstrated strengthening protective associations with mortality outcomes over three decades, with correlations improving from r = −0.21 to r = −0.30 (p < 0.001) for deaths. …”
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