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578 Results Found

  • Article
  • Open Access
2,610 Views
13 Pages

The Effects of Medical Students’ Learning Approach and Career Values on Their Specialty Preference

  • Venkat Rao Vishnumolakala,
  • Adam H. Larson,
  • Sheila S. Qureshi,
  • Abdulrahman Al-Abdulmalek and
  • Abdulaziz Al-Thani

6 December 2024

Recent studies have identified various factors influencing how medical students choose medical specialties. An important factor that has been overlooked is learning approach. For Qatar-based medical students aspiring to train overseas, specialty pref...

  • Proceeding Paper
  • Open Access
409 Views
7 Pages

Medical Specialty Classification: An Interactive Application with Iterative Improvement for Patient Triage

  • Anas Chahid,
  • Ismail Chahid,
  • Mohamed Emharraf and
  • Mohammed Ghaouth Belkasmi

4 November 2025

The challenge of accurately identifying the appropriate medical specialty based on patient symptoms leads to delays in diagnosis and treatment. This paper presents an AI model developed to classify medical specialties from symptom descriptions. The m...

  • Article
  • Open Access
4 Citations
4,504 Views
15 Pages

27 December 2021

Gender differences in sub-major choices within the science, technology, engineering, and mathematics (STEM) fields have scarcely been discussed. This study uses administrative records from a top medical school in China to examine gender differences i...

  • Article
  • Open Access
858 Views
12 Pages

From First-Year Dreams to Sixth-Year Realities: A Repeat Cross-Sectional Study of Medical Students’ Specialty Preferences

  • Yael Hollander,
  • Nir Amitai,
  • Shimrit Salem Yaniv,
  • Itamar Ben Shitrit,
  • Anat Horev,
  • Inbal Golan Tripto and
  • Amir Horev

17 November 2025

Medical students often begin their studies with preconceived notions about specialties, which may evolve as they gain clinical experience. This study aimed to assess changes in specialty preferences over six years of medical training and to compare t...

  • Article
  • Open Access
1 Citations
1,214 Views
12 Pages

Exploring Medical Doctors’ Confidence in Artificial Intelligence: The Role of Specialty, Experience, and Perceived Job Security

  • Fahad Abdulaziz Alrashed,
  • Tauseef Ahmad,
  • Ahmad Othman Alsabih,
  • Shimaa Mahmoud,
  • Muneera M. Almurdi and
  • Hamza Mohammad Abdulghani

22 September 2025

Background: Artificial intelligence (AI) is increasingly integrated into healthcare, offering transformative potential across diagnostics, treatment, and clinical decision-making. As its adoption grows, understanding how medical doctors perceive and...

  • Review
  • Open Access
32 Citations
7,993 Views
25 Pages

Prior to the COVID-19 pandemic, studies in the US have identified wide variations in telehealth use across medical specialties. This is an intriguing problem, because the US has historically lacked a standardized set of telehealth coverage and reimbu...

  • Article
  • Open Access
2 Citations
3,571 Views
11 Pages

Taiwanese students who graduated from Polish medical schools (P-IMGs) accounted for the second-largest group of international medical graduates in Taiwan. In 2009, domestic medical students in Taiwan staged mass demonstrations against P-IMG’s e...

  • Systematic Review
  • Open Access
3 Citations
9,465 Views
22 Pages

A Systematic Review of Large Language Models in Medical Specialties: Applications, Challenges and Future Directions

  • Asma Musabah Alkalbani,
  • Ahmed Salim Alrawahi,
  • Ahmad Salah,
  • Venus Haghighi,
  • Yang Zhang,
  • Salam Alkindi and
  • Quan Z. Sheng

12 June 2025

This systematic review evaluates recent literature from January 2021 to March 2024 on large language model (LLM) applications across diverse medical specialties. Searching PubMed, Web of Science, and Scopus, we included 84 studies. LLMs were applied...

  • Article
  • Open Access
13 Citations
6,941 Views
39 Pages

A Progressive Model for Quality Benchmarks of Trainees’ Satisfaction in Medical Education: Towards Strategic Enhancement of Residency Training Programs at Saudi Commission for Health Specialties (SCFHS)

  • Abdulrahman Housawi,
  • Amal Al Amoudi,
  • Basim Alsaywid,
  • Miltiadis Lytras,
  • Yara H. bin Μoreba,
  • Wesam Abuznadah,
  • Fadi Munshi,
  • Sami Al Haider and
  • Abrar W. Tolah

6 December 2020

The latest developments in Sustainable Health focus on the provision of high quality medical training to health specialists, with a special focus on human factors. The need to promote effective Training Programs also reflects the job satisfaction nee...

  • Article
  • Open Access
20 Citations
11,865 Views
37 Pages

29 September 2020

The Kingdom of Saudi Arabia is undergoing a major transformation in response to a revolutionary vision of 2030, given that healthcare reform is one of the top priorities. With the objective of improving healthcare and allied professional performance...

  • Article
  • Open Access
12 Citations
3,823 Views
10 Pages

Almost 500 international students graduate from Australian medical schools annually, with around 70% commencing medical work in Australia. If these Foreign Graduates of Accredited Medical Schools (FGAMS) wish to access Medicare benefits, they must in...

  • Article
  • Open Access
6 Citations
5,169 Views
11 Pages

Medical Genetics in Brazil in the 21st Century: A Thriving Specialty and Its Incorporation in Public Health Policies

  • Dafne Dain Gandelman Horovitz,
  • Têmis Maria Félix and
  • Victor Evangelista de Faria Ferraz

24 July 2024

Brazil is a continent-size country with 203 million inhabitants, classified as a developing upper-middle-income country, although inequities remain significant. Most of the population is assisted by the public Unified Health System (SUS), along with...

  • Article
  • Open Access
3 Citations
2,672 Views
8 Pages

8 February 2023

Background: Physicians must respect their patients’ rights to informed consent, privacy, access to medical records, non-discrimination, treatment by a qualified doctor, and a second medical opinion. Compliance with patients’ rights is man...

  • Article
  • Open Access
3 Citations
2,382 Views
9 Pages

Impact of Operator Medical Specialty on Endotracheal Intubation Rates in Prehospital Emergency Medicine—A Retrospective Cohort Study

  • Christophe A. Fehlmann,
  • Michèle Chan,
  • Romain Betend,
  • Fiona Novotny-Court,
  • Mélanie Suppan,
  • Georges L. Savoldelli and
  • Laurent Suppan

2 April 2022

Prehospital endotracheal intubation (ETI) can be challenging, and the risk of complications is higher than in the operating room. The goal of this study was to compare prehospital ETI rates between anaesthesiologists and non-anaesthesiologists. This...

  • Article
  • Open Access
1,122 Views
19 Pages

The Specialist’s Paradox: Generalist AI May Better Organize Medical Knowledge

  • Carlo Galli,
  • Maria Teresa Colangelo,
  • Marco Meleti and
  • Elena Calciolari

21 July 2025

This study investigates the ability of six pre-trained sentence transformers to organize medical knowledge by performing unsupervised clustering on 70 high-level Medical Subject Headings (MeSH) terms across seven medical specialties. We evaluated mod...

  • Review
  • Open Access
33 Citations
9,284 Views
16 Pages

An Integrated Health-System Specialty Pharmacy Model for Coordinating Transitions of Care: Specialty Medication Challenges and Specialty Pharmacist Opportunities

  • Autumn D. Zuckerman,
  • Alicia Carver,
  • Katrina Cooper,
  • Brandon Markley,
  • Amy Mitchell,
  • Victoria W. Reynolds,
  • Marci Saknini,
  • Houston Wyatt and
  • Tara Kelley

3 December 2019

Adherence and persistence to specialty medications are necessary to achieve successful outcomes of costly therapies. The increasing use of specialty medications has exposed several unique barriers to certain specialty treatments’ continuation....

  • Article
  • Open Access
14 Citations
4,472 Views
31 Pages

16 December 2020

In late December of 2019, the outbreak of coronavirus disease (COVID-19) was first reported in the city of Wuhan, the capital of Hubei province in China, and was declared a pandemic by the World Health Organization in March 2020. Globally, as of 8 Ju...

  • Article
  • Open Access
16 Citations
4,292 Views
18 Pages

Inequality of health services for different specialty categories not only occurs in different areas in the world, but also happens in the online service platform. In the online health community (OHC), health services often display inequality for diff...

  • Article
  • Open Access
4 Citations
3,370 Views
13 Pages

Stress and Burnout among Medical Specialists in Romania: A Comparative Study of Clinical and Surgical Physicians

  • Ioana Silistraru,
  • Oana Olariu,
  • Anamaria Ciubara,
  • Ștefan Roșca,
  • Anisia-Iuliana Alexa,
  • Florentina Severin,
  • Doina Azoicăi,
  • Radu Dănilă,
  • Sergiu Timofeiov and
  • Ioan-Adrian Ciureanu

This study, which focuses on 227 participants (196 females and 31 males) comprising 187 clinical specialists and 40 surgical physicians, examines the prevalence of burnout in medical specialists. We investigate the effects of the emotional exhaustion...

  • Article
  • Open Access
1 Citations
782 Views
8 Pages

14 October 2025

International medical graduates (IMGs) make up a significant proportion of general practitioners (GPs) in high-income countries such as the United Kingdom (UK), the United States of America (USA), Australia, and Canada. This paper compares views abou...

  • Article
  • Open Access
1 Citations
1,395 Views
11 Pages

We Are Not Alone: Examining the Impact of a Teen Diabetes Day Camp

  • Heidi Blaylock,
  • Eddie Hill,
  • Carter Leuba,
  • Christina Aguilar and
  • Carla Cox

15 March 2025

Type 1 diabetes (T1D) is a chronic disease that influences all health aspects. The self-determination theory (SDT) suggests that three psychological needs of competence, autonomy, and relatedness are necessary for motivation to engage in healthy beha...

  • Review
  • Open Access
508 Views
15 Pages

Camp as a Facilitator for Positive Childhood Experiences for Children and Youth with Serious Healthcare Needs: A Rapid Review

  • Haley Pogachefsky,
  • Ann Gillard,
  • Laura Blaisdell,
  • Christopher J. Stille and
  • Robert Sege

10 November 2025

Children and youth with special healthcare needs (CYSHCN) face elevated risks of adverse childhood experiences while also having unique opportunities for positive childhood experiences (PCEs). Medical specialty camps can serve as protective environme...

  • Article
  • Open Access
2,766 Views
17 Pages

Overview on and Contextual Determinants of Medical Residencies in North Brazil

  • Rafael Alves Guimarães,
  • Ana Luísa Guedes de França e Silva,
  • Alessandra Vitorino Naghettini,
  • Heliny Carneiro Cunha Neves,
  • Fernanda Paula Arantes,
  • Cândido Vieira Borges Junior,
  • Antônio Isidro da Silva Filho and
  • Alessandra Rodrigues Moreira de Castro

The aim of this study was to analyze the scenario of medical residency programs (MRPs) in the north region of Brazil as well as the contextual determinants (socioeconomic, structural, and epidemiological) influencing the number of MRPs in this region...

  • Article
  • Open Access
7 Citations
3,059 Views
11 Pages

Creating a Pediatric Prehospital Destination Decision Tool Using a Modified Delphi Method

  • Jennifer F. Anders,
  • Jennifer N. Fishe,
  • Kyle A. Fratta,
  • Jessica H. Katznelson,
  • Matthew J. Levy,
  • Richard Lichenstein,
  • Michael G. Milin,
  • Joelle N. Simpson,
  • Theresa A. Walls and
  • Heather L. Winger

Decisions for patient transport by emergency medical services (EMS) are individualized; while established guidelines help direct adult patients to specialty hospitals, no such pediatric equivalents are in wide use. When children are transported to a...

  • Article
  • Open Access
3 Citations
5,228 Views
19 Pages

The Greek Jefferson Scale of Empathy—Medical Student Version (JSE-S): Psychometric Properties and Its Associated Factors

  • Polychronis Voultsos,
  • Petros Galanis,
  • Marianna-Foteini A. Dafni,
  • Venetia-Sofia Velonaki,
  • Georgia-Neta Andreou and
  • Leda Kovatsi

28 February 2024

The present study aimed to evaluate the psychometric properties of the Greek version of the Jefferson Scale of Empathy—Student version (JSE-S) and its association with potential predictors among Greek-speaking undergraduate medical students. Th...

  • Feature Paper
  • Article
  • Open Access
26 Citations
7,715 Views
17 Pages

Background. Black and Latino minorities have traditionally had poorer access to primary care than non-Latino Whites, but these patterns could change with the Affordable Care Act (ACA). To guide post-ACA efforts to address mental health service dispar...

  • Article
  • Open Access
8 Citations
5,349 Views
16 Pages

Healthcare Recommender System Based on Medical Specialties, Patient Profiles, and Geospatial Information

  • Miguel Torres-Ruiz,
  • Rolando Quintero,
  • Giovanni Guzman and
  • Kwok Tai Chui

28 December 2022

The global outburst of COVID-19 introduced severe issues concerning the capacity and adoption of healthcare systems and how vulnerable citizen classes might be affected. The pandemic generated the most remarkable transformation of health services, ap...

  • Article
  • Open Access
2,267 Views
15 Pages

Prediction of Waiting Lists for Medical Specialties in Hospitals in Costa Rica Using Queuing Theory and Monte Carlo Simulation

  • Bernal Vargas-Vargas,
  • Erick Pérez-Murillo,
  • Jaime González-Domínguez and
  • Justo García-Sanz-Calcedo

This study applies stochastic discrete event modeling to demonstrate that reducing wait times for specialized outpatient clinics in the Costa Rican public healthcare system is possible. The classification process identified four medical specialties w...

  • Article
  • Open Access
1 Citations
2,134 Views
13 Pages

Impact of Medical Specialties on Diagnostic and Therapeutic Management of Elderly Cancer Patients

  • Ludovic Lafaie,
  • Anne-Françoise Chanelière-Sauvant,
  • Nicolas Magné,
  • Wafa Bouleftour,
  • Fabien Tinquaut,
  • Thomas Célarier and
  • Laurent Bertoletti

The management (diagnostic and therapeutic) of cancer in the geriatric population involves a number of complex difficulties. The aim of this study was to assess the impact of a medical specialty on the diagnostic and therapeutic management of elderly...

  • Review
  • Open Access
44 Citations
16,486 Views
17 Pages

Konjac Glucomannan: An Emerging Specialty Medical Food to Aid in the Treatment of Type 2 Diabetes Mellitus

  • Yimeng Fang,
  • Jiahui Ma,
  • Pengyu Lei,
  • Lei Wang,
  • Junying Qu,
  • Jing Zhao,
  • Fan Liu,
  • Xiaoqing Yan,
  • Wei Wu and
  • Da Sun
  • + 2 authors

12 January 2023

There are many factors causing T2DM; thus, it is difficult to prevent and cure it with conventional treatment. In order to realize the continuous intervention of T2DM, the treatment strategy of combining diet therapy and traditional medication came i...

  • Review
  • Open Access
17 Citations
6,133 Views
42 Pages

19 October 2020

Process analysis and process modeling are a current topic that extends to many areas. This trend of using optimization and modeling techniques in various specific areas has led to the question of how widespread these approaches are overall in medical...

  • Systematic Review
  • Open Access
22 Citations
10,872 Views
29 Pages

Systematic Review of Platelet-Rich Plasma in Medical and Surgical Specialties: Quality, Evaluation, Evidence, and Enforcement

  • Eqram Rahman,
  • Parinitha Rao,
  • Hany Niamey Abu-Farsakh,
  • Chirag Thonse,
  • Imran Ali,
  • Alice E. Upton,
  • Shwetha Y. Baratikkae,
  • Jean D. A. Carruthers,
  • Ash Mosahebi and
  • William Richard Webb
  • + 1 author

5 August 2024

Background: Platelet-rich plasma (PRP) is widely used in various medical and surgical specialties for its regenerative properties, including aesthetics (facial rejuvenation, hair restoration, and skin tightening) and orthopedics (treatment of tendini...

  • Article
  • Open Access
3,029 Views
7 Pages

In the Name of Family Medicine: A Nationwide Survey of Registered Names of Family Medicine Clinics in Taiwan

  • Ya-An Liu,
  • Sally Cheng,
  • Ya-Chuan Hsu,
  • Po-Chin Yang,
  • Hsiao-Ting Chang,
  • Ming-Hwai Lin,
  • Tzeng-Ji Chen,
  • Li-Fang Chou and
  • Shinn-Jang Hwang

Family medicine is officially a specialty, but is often not regarded as a specialty by the general public. Past studies have usually investigated the opinions of medical students and resident physicians regarding family medicine, whereas few have foc...

  • Article
  • Open Access
8 Citations
2,522 Views
12 Pages

Towards Process-Oriented Hospital Structures; Drivers behind the Development of Hospital Designs

  • Jeroen D. H. van Wijngaarden,
  • Anoek Braam,
  • Martina Buljac-Samardžić and
  • Carina G. J. M. Hilders

Hospitals have been encouraged to develop more process-oriented designs, structured around patient needs, to better deal with patients suffering from multi-morbidity. However, most hospitals still have traditional designs built around medical special...

  • Article
  • Open Access
6 Citations
1,273 Views
26 Pages

25 May 2025

Clinical text classification presents significant challenges in healthcare informatics due to inherent asymmetries in domain-specific terminology, knowledge distribution across specialties, and imbalanced data availability. We introduce MTTL-Clinical...

  • Article
  • Open Access
1 Citations
1,400 Views
14 Pages

The Impact of the COVID-19 Pandemic on Medical Training at the Greek National Health Service: A Cross-Sectional Study

  • Ioannis Moutsos,
  • Dimitrios Lamprinos,
  • Evangelia-Georgia Kostaki,
  • Panagiotis Georgakopoulos,
  • Gerasimos Siasos,
  • Evangelos Oikonomou,
  • Kostas A. Papavassiliou,
  • Philippos Orfanos and
  • Georgios Marinos

Introduction: The COVID-19 pandemic caused significant disruptions to medical training worldwide, particularly for junior doctors, as in-person clinical training was replaced by online education. This study aims to assess the impact of the pandemic o...

  • Article
  • Open Access
3 Citations
2,665 Views
17 Pages

13 June 2024

Burnout represents a concern for all healthcare providers, particularly emergency medical care specialists for whom burnout outcomes have been well documented. What remains unknown is the effect of burnout on redeployed medical specialists during the...

  • Article
  • Open Access
2,799 Views
26 Pages

Enhancing the Classification of Imbalanced Arabic Medical Questions Using DeepSMOTE

  • Bushra Al-Smadi,
  • Bassam Hammo,
  • Hossam Faris and
  • Pedro A. Castillo

11 April 2025

The growing demand for telemedicine has highlighted the need for automated healthcare services, particularly in medical question classification. This study presents a deep learning model designed to address key challenges in telemedicine, including c...

  • Article
  • Open Access
13 Citations
5,868 Views
8 Pages

Communicative and Social Skills among Medical Students in Spain: A Descriptive Analysis

  • Sonia Ruiz de Azua,
  • Naiara Ozamiz-Etxebarria,
  • Miren Agurtzane Ortiz-Jauregui and
  • Ana Gonzalez-Pinto

Effective risk communication in public health requires the development of social skills such as active listening and empathy. Communicative and social skills were evaluated in third-year medical students (n = 917) using the Active Listening Test and...

  • Article
  • Open Access
17 Citations
2,665 Views
9 Pages

Greater Risk of Pregnancy Complications for Female Surgeons: A Cross-Sectional Electronic Survey

  • Fleur Delva,
  • Pierre Carcasset,
  • Pauline Mouton,
  • Rivana Auguste-Virginie,
  • Fanny Lairez,
  • Loïc Sentilhes,
  • Patrick Brochard and
  • Jean-Philippe Joseph

Background: Female surgeons are exposed to physical and mental stressors that differ from those of other specialties. We aimed to assess whether female surgeons are more at risk of pregnancy complications than women in other medical specialties. Meth...

  • Review
  • Open Access
4 Citations
2,326 Views
19 Pages

Is Collaborative Care the Future of Medicine? Lessons Learned from the Care of Children with Colorectal Conditions

  • Julie M. Choueiki,
  • Stephen Sales,
  • Susan Callicott,
  • David Ashman,
  • Katherine Worst,
  • Andrea Badillo,
  • Briony K. Varda,
  • Allison Mayhew,
  • Thomas O. Xu and
  • Marc A. Levitt

The treatment of patients with colorectal disorders requires care from a wide variety of medical and surgical specialties over the course of their lifetime. This is ideally handled by a collaborative center which facilitates the assessment and develo...

  • Article
  • Open Access
12 Citations
5,895 Views
17 Pages

Japanese people experienced the Hiroshima and Nagasaki atomic bombings, the Japan Nuclear Fuel Conversion Co. criticality accident, it was found that many human resources are needed to respond to residents’ concerns about disaster exposure in t...

  • Article
  • Open Access
49 Citations
8,945 Views
28 Pages

Evaluating the Efficacy of ChatGPT in Navigating the Spanish Medical Residency Entrance Examination (MIR): Promising Horizons for AI in Clinical Medicine

  • Francisco Guillen-Grima,
  • Sara Guillen-Aguinaga,
  • Laura Guillen-Aguinaga,
  • Rosa Alas-Brun,
  • Luc Onambele,
  • Wilfrido Ortega,
  • Rocio Montejo,
  • Enrique Aguinaga-Ontoso,
  • Paul Barach and
  • Ines Aguinaga-Ontoso

20 November 2023

The rapid progress in artificial intelligence, machine learning, and natural language processing has led to increasingly sophisticated large language models (LLMs) for use in healthcare. This study assesses the performance of two LLMs, the GPT-3.5 an...

  • Editorial
  • Open Access
1 Citations
1,703 Views
4 Pages

11 January 2023

Ongoing developments in computing and data acquisition, along with continuous advances in medical imaging technology, computational modelling, robotics and visualization have revolutionized many medical specialties and, in particular, diagnostic and...

  • Review
  • Open Access
51 Citations
9,604 Views
58 Pages

Smoking Prevalence among Physicians: A Systematic Review and Meta-Analysis

  • Anaïs Besson,
  • Alice Tarpin,
  • Valentin Flaudias,
  • Georges Brousse,
  • Catherine Laporte,
  • Amanda Benson,
  • Valentin Navel,
  • Jean-Baptiste Bouillon-Minois and
  • Frédéric Dutheil

Background: Smoking is a major public health problem. Although physicians have a key role in the fight against smoking, some of them are still smoking. Thus, we aimed to conduct a systematic review and meta-analysis on the prevalence of smoking among...

  • Review
  • Open Access
6,356 Views
13 Pages

Topical Tranexamic Acid Use Amongst Surgical Specialties: A Narrative Review

  • Randilu Amarasinghe,
  • Mohammad Sunoqrot,
  • Samita Islam,
  • Medha Gaddam,
  • Mona Keivan,
  • Jaclyn Phillips and
  • Homa K. Ahmadzia

Background: Tranexamic acid is an antifibrinolytic medication often used to prevent hemorrhage. The dosage and route of administration can vary depending on specialty and indication, although one of the most common routes includes intravenous applica...

  • Review
  • Open Access
30 Citations
11,210 Views
46 Pages

Pressure Injuries (PI) are one of the most common health conditions in the United States. Most acute or long-term care patients are at risk of developing PI. Machine Learning (ML) has been utilized to manage patients with PI, in which one systematic...

  • Article
  • Open Access
647 Views
17 Pages

23 October 2025

Background and Objectives: Artificial intelligence (AI) and extended reality (XR) are reshaping telemedicine, yet physician-level adoption depends on perceived value, training needs, and specialty context. We quantified attitudes toward AI/XR, identi...

  • Article
  • Open Access
1 Citations
8 Pages

The Ever-Evolving State of the Art: A Look Back at the AONA Facial Reconstruction and Transplantation Meetings

  • J. Rodrigo Diaz-Siso,
  • Natalie M. Plana,
  • Paul N. Manson and
  • Eduardo D. Rodriguez

Historically, periodic academic meetings held by surgical societies have set the stage for discussion and exchange of ideas, which in turn have led to advancement of clinical practices. Since 2007, the AONA State of the Art: Facial Reconstruction and...

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