Displaying publications 181 - 200 of 704 in total

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  1. Alam Sher Malik, Rukhsana Hussain Malik
    MyJurnal
    The medical education should be tailored to deal with the diseases the physician is most likely to see.' With expectations that all the graduates from Malaysian Medical Schools should be able to serve anywhere in the country, the need for a national curriculum is self-evident. It may be argued that the public must have confidence in the competence of the practitioners they depend upon irrespective of the school from which they had graduated. In smaller countries in which health needs are uniform the graduates of any school should have been trained to meet those needs. In larger countries and those with geographic diversities and distances (e.g. Malaysia), the curriculum should cover the commonly encountered diverse ailments. If not dealt with care, we may end up with huge load of ever expanding, unmanageable curriculum.
    Matched MeSH terms: Physicians
  2. Khalib, A.L., Farid, A.R.
    MyJurnal
    Background: An effective doctor-patient communication has increasingly being recognized as an important factor in patient care. All means should be oriented towards narrowing communication gap. The essential methods must be searched and doctor must be able to conduct communication session in more pleasing manner.
    Methodology: This is a systematic review on observations made on doctor-patient relationship on various setting and supported by feedbacks from many scholars who are involved in research, teaching and also papers and studies on the said subject.
    Results: It is been realized that effective communication is not easily done if its process not well complemented and the gap is left widening. From all possible communication gaps recognized and listed, at least ten have identified to be the most essential methods to be prioritized while counseling or consulting a patient.
    Conclusion: Effective communication between patient and doctor is the essential prerequisite of good medical practice and especially important for accurate diagnosis and effective treatment. Its mutual benefit can only be observed if all efforts are centered towards managing the communication gap.
    Matched MeSH terms: Physicians
  3. Mohd Said N, Sukonthasarn A, Wangsrikhun S, Chanpransit C
    MyJurnal
    Introduction: The notion of competency in pre-hospital emergency medical service (EMS) personnel is mainly focused on the professional proficiency that he/she has to provide intervention outside of hospital setting. Consequently, the effectiveness of pre-hospital EMS performance very much depends upon the capability of the personnel at the scene and as well during transport to the definitive care center. The aim of this study is to appraise and explore the competency of pre-hospital care staff and provide strategies for improvement.

    Methods: A mixed method approach combining the qualitative and quantitative study design. Of 134 staffs only 111(82.84%) returned the questionnaire. Nine semi-structured interviews and two focus group discussions were performed. The main informants were nurses/assistant medical officers, nurse/assistant medical officer administrators, and emergency physicians.

    Results: From the quantitative finding on the competency of staff handling pre-hospital EMS, all had the essential knowledge and skills. However, most of them reported not having good knowledge and skills for invasive procedures (31%-61%), include giving medications (61%-66%). The qualitative information provided insight about the issues and strategies for the personnel in regards to competency. All the relevant qualitative data were merged into 5 categories relating issues and 5 categories to strategies that could affect the competency of the personnel.

    Conclusion: Pre-hospital EMS systems need to consider that the competency of pre-hospital EMS personnel has to come along with the responsible attitude of the staff itself, the support of medical direction, clear protocol for guiding them whenever needed, and continuous professional-development courses require them to maintain their professional proficiency.
    Matched MeSH terms: Physicians
  4. Abdus Salam, Ahmad Faizal Mohd Perdaus, Siti Harnida Md Isa, Zulkifli Zainuddin, Azian Abdul Latiff, Ng, Soon Pheng, et al.
    Medicine & Health, 2008;3(1):54-58.
    MyJurnal
    The art of talking to patients and their relatives does not come naturally to most of us and the ability to put oneself in the patients’ predicament is difficult particularly for the young doctors. To identify the communication abilities of the young doctors, a cross sectional study was carried out on 32 house officers who graduated from UKM in 2004 during their house jobs at different hospitals in Malaysia. A standardized questionnaire was used to collect the data. Fifty nine percent respondents claimed that they had communicated very well with patients while 69% with support staff and 88% with peers. On the other hand 38% and 41% of the respondents claimed they communicated very well with their superiors and families of patients. Only 22% of the graduates’ skills of communication in breaking bad news were very well, while 50% and 81% were very well in counselling patients and taking consent for procedures. Curriculum planners need to emphasize the importance ofdeveloping good communication skills in all aspects for the future doctors.
    Matched MeSH terms: Physicians
  5. Tam, Jenn Zhueng, Sharifa Ezat Wan Puteh, Noor Hassim Ismail
    MyJurnal
    Chronic low back pain is a common preventable occupational health illness affecting most workers. Large amount of financial and benefit cost had been spent by the developed countries to prevent, treat and rehabilitate a large number of workers who are exposed to hazards that are attributed to low back pain. Efforts on primary prevention of low back pain had been challenging due to difficulties in affirming work- relatedness of chronic back pain among workers. As such, efforts have to be focused on existing literatures to propose acceptable variables to develop the definition of workrelatedness specific to chronic low back pain. Such identified variables or factors could be used to develop a set of criteria in defining work- related chronic back pain. Literature search using specific work- related and chronic low back pain key words were used. Comparable articles were judged and a summarized result was obtained. These variables could be grouped into individual characteristics, health behaviours, physical conditions at work, work organizations and ergonomic factors. With proper methodology and statistical analysis, tools could be developed to aid physicians in determining work- related chronic low back pain among employees.
    Matched MeSH terms: Physicians
  6. Adlina, S., Ambigga, D., Narimah, A.H.H., Ridha, A.Z.
    MyJurnal
    Home phototherapy treatment has been available in the Klang Valley (comprising Petaling ]aya, Kuala Lumpur; Shah Alam and Klang) since 2003. This study was conducted to create awareness of the existence of home phototherapy and its usage in Malaysia. This was a retrospective study using 1297 informed consent forms that parents had to read and sign prior to the commencement of home phototherapy. lt was found that the majority ofthe babies was males (41.2%), at or over 36 weelds gestation (97.2%), from areas in Selangor (57.4%), fully breastfed (53 %) and referred by doctors (98%). The mean age of the babies at initiation of lwme phototherapy was 6. 7 days. The mean bilirubin level at the start of home phototherapy was 243.8 umoVL and the mean bilirubin level at the end of home phototherapy 5 was 139.3 umoVL. The mean decrease in bilirubin level was 103.12 umoVL and the mean number of days of usage was 3.5 days which is a daily decrement of about 29 umoVL (29.46 + 13.8). Home phototherapy remains a viable clinical option for full term babies with physiological jaundice.
    Matched MeSH terms: Physicians
  7. Nazimah Idris, Sivalingam Nalliah
    MyJurnal
    This paper attempts to utilise clinical scenarios where ethical issues are embedded and requires appropriate application of the steps of the framework mentioned. A step by step sequential approach is adopted to illustrate how the ‘ethical decision model ‘can be used to resolve ethical problems to arrive at a reasonable conclusion. The UNESCO ethical method of reasoning is used as the framework for decision making. Physician-educators should be competent to use ethical decision models as well as best available scientific evidence to be able to arrive at the best decision for patient care as well as teach health professional trainees how reasonable treatment decisions can be made within the perimeter of medical law and social justice.
    Matched MeSH terms: Physicians
  8. Tan Kiak Min M
    Asian Bioeth Rev, 2018 Mar;10(1):87-92.
    PMID: 33717278 DOI: 10.1007/s41649-018-0048-x
    Despite significant advances in medicine, death remains a certainty for every living human being. End-of-life care decision-making is not made easier in a multi-cultural and multi-religious society like Malaysia. As such, planning for one's death by making Advance Decisions can be immensely valuable as it can help healthcare providers in Malaysia to understand better the preferences and wishes of their patients. However, compared to other countries, there is currently no specific legislation on any form of Advance Decisions in Malaysia despite many doctors voicing a need for them. Unlike the Mental Capacity Act 2005 in the UK, the Malaysian Mental Health Act 2001 does not cover all instances of incapacity and only applies to those who suffer from a mental disorder as defined in the Act. In the absence of legislation, one could look to ethical guidelines, especially from the Malaysian Medical Council, but find that this can sometimes be problematic. It is argued that a concerted effort involving all relevant parties is required to develop a pragmatic and viable Advance Decisions frameworkl in Malaysia.
    Matched MeSH terms: Physicians
  9. Leelavathi M, Tzar MN
    Malays Fam Physician, 2011;6(2-3):58-9.
    PMID: 25606224
    The clinical suspicion of onychomyosis based on appearance of the nails, requires culture for confirmation. This is because treatment requires prolonged use of systemic agents which may cause side effects. One of the common problems encountered is improper nail sampling technique which results in loss of essential information. The unfamiliar terminologies used in reporting culture results may intimidate physicians resulting in misinterpretation and hamper treatment decision. This article provides a simple guide on nail sampling technique and the interpretation of culture results.
    Matched MeSH terms: Physicians
  10. Mazlina M, Julia PE
    Singapore Med J, 2011 Jun;52(6):421-7.
    PMID: 21731994
    Medical ethics issues encountered in rehabilitation medicine differ from those in an acute care setting due to the complex relationships among the parties involved in rehabilitative care. The study examined the attitudes of Malaysian rehabilitation doctors toward medical ethics issues commonly encountered during patient care.
    Matched MeSH terms: Practice Patterns, Physicians'*; Physicians/psychology*
  11. Tang MM, Thevarajah S
    Med J Malaysia, 2010 Jun;65(2):138-42.
    PMID: 23756799 MyJurnal
    Adult-onset dermatomyositis has been found to be associated with underlying malignancies in up to 40% of patients. The aims of this study were to determine the demographic profile, the underlying cancer and outcome in patients with dermatomyositis. This was a retrospective review of 38 patients with dermatomyositis seen over a 12-year period in the Department of Dermatology, Kuala Lumpur Hospital. Of these, 18 (47.4%) had an associated underlying malignancy. The male to female ratio was 2:1. Ten patients (55.6%) were Chinese. The youngest patient encountered was 32 years old. Nasopharyngeal carcinoma (61.1%) was the most common malignancy in our study population. Tumour markers were not useful as the initial screening for malignancies. Thorough screening for malignancy is imperative in adult dermatomyositis especially those above 40 years old.
    Matched MeSH terms: Physicians
  12. Lee KH, Wong DT, Ng KH
    Singapore Med J, 2013 Jun;54(6):356-8.
    PMID: 23820548
    Matched MeSH terms: Physicians
  13. Sellappans R, Lai PS, Ng CJ
    BMJ Open, 2015 Aug 27;5(8):e007817.
    PMID: 26316648 DOI: 10.1136/bmjopen-2015-007817
    OBJECTIVE: The aim of this study was to identify the challenges faced by primary care physicians (PCPs) when prescribing medications for patients with chronic diseases in a teaching hospital in Malaysia.
    DESIGN/SETTING: 3 focus group discussions were conducted between July and August 2012 in a teaching primary care clinic in Malaysia. A topic guide was used to facilitate the discussions which were audio-recorded, transcribed verbatim and analysed using a thematic approach.
    PARTICIPANTS: PCPs affiliated to the primary care clinic were purposively sampled to include a range of clinical experience. Sample size was determined by thematic saturation of the data.
    RESULTS: 14 family medicine trainees and 5 service medical officers participated in this study. PCPs faced difficulties in prescribing for patients with chronic diseases due to a lack of communication among different healthcare providers. Medication changes made by hospital specialists, for example, were often not communicated to the PCPs leading to drug duplications and interactions. The use of paper-based medical records and electronic prescribing created a dual record system for patients' medications and became a problem when the 2 records did not tally. Patients sometimes visited different doctors and pharmacies for their medications and this resulted in the lack of continuity of care. PCPs also faced difficulties in addressing patients' concerns, and dealing with patients' medication requests and adherence issues. Some PCPs lacked time and knowledge to advise patients about their medications and faced difficulties in managing side effects caused by the patients' complex medication regimen.
    CONCLUSIONS: PCPs faced prescribing challenges related to patients, their own practice and the local health system when prescribing for patients with chronic diseases. These challenges must be addressed in order to improve chronic disease management in primary care and, more importantly, patient safety.
    Study site: Primary care clinic, University Malaya Medical Centre (UMMC), Kuala Lumpur, Malaysia
    Matched MeSH terms: Practice Patterns, Physicians'*; Physicians, Primary Care*
  14. Ng WL, Abdullah N
    Singapore Med J, 2020 Feb;61(2):81-85.
    PMID: 32152640 DOI: 10.11622/smedj.2020016
    INTRODUCTION: Medical emergencies occur at a rate of one in 604‒753 flights. Doctors travelling on commercial flights may encounter an in-flight medical emergency requiring their assistance. There is a paucity of studies on how confident primary care doctors are in managing in-flight medical emergencies. This study aimed to determine the knowledge, confidence and attitude of primary care doctors in managing in-flight medical emergencies.

    METHODS: A cross-sectional study was conducted on all primary care doctors working in government health clinics in Kuala Lumpur, Malaysia, from October 2016 to November 2016. A self-reported questionnaire was used, which included questions on demographic information, knowledge of in-flight medicine, and the attitude and confidence of primary care doctors in managing in-flight medical emergencies.

    RESULTS: 182 doctors completed the questionnaire (92.9% response rate). The mean knowledge score was 8.9 out of a maximum score of 20. Only 11.5% of doctors felt confident managing in-flight medical emergencies. The majority (69.2%) would assist in an in-flight medical emergency, but the readiness to assist was reduced if someone else was already helping or if they were not familiar with the emergency. Total knowledge score was positively associated with confidence in managing in-flight medical emergencies (p = 0.03).

    CONCLUSION: Only one in ten primary care doctors in this study felt confident managing in-flight medical emergencies. A higher total knowledge score of in-flight medical emergencies was positively associated with greater confidence in managing them. Educational programmes to address this gap in knowledge may be useful to improve doctors' confidence in managing in-flight medical emergencies.

    Matched MeSH terms: Physicians, Primary Care/psychology*; Physicians, Primary Care/statistics & numerical data*
  15. Chan GC, Teng CL
    Med J Malaysia, 2005 Jun;60(2):130-3.
    PMID: 16114151
    A cross sectional study using a self-administered questionnaire to determine the perceptions of primary care doctors towards evidence-based medicine (EBM) was conclucted in Melaka state. About 78% of the primary care doctors were aware of EBM and agreed it could improve patient care. Only 6.7% of them had ever conducted a Medline literature search. They had a low level of awareness of review publications and databases relevant to EBM; only about 33% of them were aware of the Cochrane Database of Systemic Reviews. Over half of the respondents had at least some understanding of the technical terms used in EBM. Ninety percent of the respondents had Internet access and the majority of them used it at home. The main barriers to practicing EBM were lack of personal time and lack of Internet access in the primary care clinics.
    Matched MeSH terms: Practice Patterns, Physicians'; Physicians, Family/standards*
  16. Battah MM, Zainal H, Ibrahim DA, Md Hanafiah NHB, Sulaiman SAS
    PLoS One, 2024;19(6):e0304209.
    PMID: 38838036 DOI: 10.1371/journal.pone.0304209
    Non-Hodgkin lymphoma (NHL) is a hematological malignancy that requires effective pharmacotherapy for optimal management. There is limited information regarding Yemeni clinicians' knowledge and practice of NHL pharmacotherapy. This study aims to assess the knowledge and practice of physicians and nurses in Yemen regarding pharmacotherapy of NHL. A cross-sectional study was conducted in Sana'a, Yemen, from January 1, 2022, to January 31, 2023. Two self-administrated and validated questionnaires were distributed to 99 physicians and 164 nurses involved in pharmacotherapy for NHL in different oncology centers and units across Yemen. Convenience samples were used to recruit participants. A binary logistic regression analysis was performed to identify factors associated with nurses' and physicians' knowledge and practice. The correlation coefficient was used to examine the relationship between knowledge and practice. A total of 77 physicians and 105 nurses completed the questionnaires. The results showed that 54.3% of nurses and 66.2% of physicians had poor knowledge of NHL pharmacotherapy. In terms of practice, 83.8% of nurses and 75.3% of physicians exhibited poor practice regarding NHL pharmacotherapy. Multivariable logistic regression analysis identified that nurses who received sufficient information about chemotherapy displayed a significant association with good knowledge, while nurses working in the chemotherapy administration department were significant predictors of good practice. Among physicians, those working in the National Oncology Center (NOC) in Sana'a demonstrated good practice. Correlation analysis revealed a positive relationship between nurses' knowledge and their practice. The study's results confirm deficiencies in knowledge and practice of pharmacotherapy for NHL among physicians and nurses in Yemen. Efforts should be made to enhance their understanding of treatment guidelines and to improve patient care. Improvement in educational programs and training opportunities may contribute to improving patient outcomes in the management of NHL.
    Matched MeSH terms: Practice Patterns, Physicians'/statistics & numerical data; Physicians
  17. Eusufzai SZ, Then BYK, Jamayet NB, Maqbool M, Noorani TY, Ahmad WMAW, et al.
    Work, 2024;79(3):1465-1475.
    PMID: 38848148 DOI: 10.3233/WOR-220174
    BACKGROUND: Obstructive Sleep Apnea (OSA) is a temporary airflow obstruction during periods of sleep. Patients with OSA often suffer from poor work performance, compromised sleep quality, and low quality of life which may lead to a life-threatening event. Adequate knowledge and a positive attitude toward OSA among medical and dental practitioners are crucial to the initial diagnosis and treatment.

    OBJECTIVE: This study aimed to identify the differences in knowledge and attitude toward OSA between medical and dental practitioners working in North-Eastern Peninsular Malaysia.

    METHODS: A comparative cross-sectional study was performed from February 2020 to February 2021. A total of fifty-two medical practitioners and fifty-two dental practitioners working at university-based outpatient clinics, government health clinics, and oral health clinics located in Kelantan State of Malaysia participated in the study, and data were collected by the structured questionnaire including sociodemographic inquiry and OSAKA questionnaire by non-probability stratified random sampling. The Mann-Whitney U test was used to compare knowledge and attitude scores between the two groups.

    RESULTS: The mean age of the respondents was 34.6 years. The current study shows that 92.3% of medical doctors and 96.1% of dental doctors were able to correctly answer the question "Most of the patients with OSA snore" a significant finding in our study. Only 1% of medical professionals could answer seventeen questions correctly with a median score of 11, and only 1% of dental professionals could answer sixteen questions correctly with a median score of 9. None of them could provide an accurate answer to all the knowledge questions. Medical and dental practitioners exhibited different knowledge levels on OSA (z- statistics=-4.39, U = 827.00 with p <  0.05, and effect size, r = 0.61). However, no significant differences were found in total knowledge score by gender (p-value>0.05), ethnicity (p-value>0.05), total service years (p-value>0.05), and training attended. In addition, significant differences in attitude levels between medical and dental practitioners have been observed (z-statistics=-3.42, U = 725.00 with p <  0.05, and effect size, r = 0.47). Nevertheless, no significant differences have been seen in total attitude score by ethnicity (p-value >  0.05), total service years (p-value >  0.05), attending training on OSA (p-value >  0.05), and professional status (p-value >  0.05) except gender (p-value <  0.05).

    CONCLUSION: A Significant difference is evident concerning knowledge and attitude toward OSA diagnosis and management between medical and dental practitioners working in North-Eastern Peninsular Malaysia. Medical practitioners in this study recorded a higher knowledge and attitude score compared to dental practitioners.

    Matched MeSH terms: Physicians/psychology; Physicians/statistics & numerical data
  18. Hisham R, Liew SM, Ng CJ
    BMJ Open, 2018 Jul 12;8(7):e018933.
    PMID: 30002004 DOI: 10.1136/bmjopen-2017-018933
    OBJECTIVE: This study aimed to compare the evidence-based practices of primary care physicians between those working in rural and in urban primary care settings.

    RESEARCH DESIGN: Data from two previous qualitative studies, the Front-line Equitable Evidence-based Decision Making in Medicine and Creating, Synthesising and Implementing evidence-based medicine (EBM) in primary care studies, were sorted, arranged, classified and compared with the help of qualitative research software, NVivo V.10. Data categories were interrogated through comparison between and within datasets to identify similarities and differences in rural and urban practices. Themes were then refined by removing or recoding redundant and infrequent nodes into major key themes.

    PARTICIPANTS: There were 55 primary care physicians who participated in 10 focus group discussions (n=31) and 9 individual physician in-depth interviews.

    SETTING: The study was conducted across three primary care settings-an academic primary care practice and both private and public health clinics in rural (Pahang) and urban (Selangor and Kuala Lumpur) settings in Malaysia.

    RESULTS: We identified five major themes that influenced the implementation of EBM according to practice settings, namely, workplace factors, EBM understanding and awareness, work experience and access to specialist placement, availability of resources and patient population. Lack of standardised care is a contributing factor to differences in EBM practice, especially in rural areas.

    CONCLUSIONS: There were major differences in the practice of EBM between rural and urban primary care settings. These findings could be used by policy-makers, administrators and the physicians themselves to identify strategies to improve EBM practices that are targeted according to workplace settings.

    Matched MeSH terms: Physicians, Primary Care/organization & administration; Physicians, Primary Care/psychology*
  19. Saleem Z, Saeed H, Hassali MA, Godman B, Asif U, Yousaf M, et al.
    PMID: 31768252 DOI: 10.1186/s13756-019-0649-5
    Background: The inappropriate use of antibiotics in hospitals increases resistance, morbidity, and mortality. Little is currently known about appropriate antibiotic use among hospitals in Lahore, the capital city of Pakistan.

    Methods: Longitudinal surveillance was conducted over a period of 2 months among hospitals in Lahore, Pakistan. Antibiotic treatment was considered inappropriate on the basis of a wrong dosage regimen, wrong indication, or both based on the British National Formulary.

    Results: A total of 2022 antibiotics were given to 1185 patients. Out of the total prescribed, approximately two-thirds of the study population (70.3%) had at least one inappropriate antimicrobial. Overall, 27.2% of patients had respiratory tract infections, and out of these, 62.8% were considered as having inappropriate therapy. Cephalosporins were extensively prescribed among patients, and in many cases, this was inappropriate (67.2%). Penicillins were given to 283 patients, out of which 201 (71.0%) were prescribed for either the wrong indication or dosage or both. Significant variations were also observed regarding inappropriate prescribing for several antimicrobials including the carbapenems (70.9%), aminoglycosides (35.8%), fluoroquinolones (64.2%), macrolides (74.6%) and other antibacterials (73.1%).

    Conclusion: Educational interventions, institutional guidelines, and antimicrobial stewardship programs need to be developed to enhance future appropriate antimicrobial use in hospitals in Pakistan. Policies by healthcare and Government officials are also needed to minimize inappropriate antibiotic use.

    Matched MeSH terms: Practice Patterns, Physicians'/standards; Practice Patterns, Physicians'/statistics & numerical data*
  20. Salari N, Khazaie H, Hosseinian-Far A, Ghasemi H, Mohammadi M, Shohaimi S, et al.
    Global Health, 2020 09 29;16(1):92.
    PMID: 32993696 DOI: 10.1186/s12992-020-00620-0
    BACKGROUND: In all epidemics, healthcare staff are at the centre of risks and damages caused by pathogens. Today, nurses and physicians are faced with unprecedented work pressures in the face of the COVID-19 pandemic, resulting in several psychological disorders such as stress, anxiety and sleep disturbances. The aim of this study is to investigate the prevalence of sleep disturbances in hospital nurses and physicians facing the COVID-19 patients.

    METHOD: A systematic review and metanalysis was conducted in accordance with the PRISMA criteria. The PubMed, Scopus, Science direct, Web of science, CINHAL, Medline, and Google Scholar databases were searched with no lower time-limt and until 24 June 2020. The heterogeneity of the studies was measured using I2 test and the publication bias was assessed by the Egger's test at the significance level of 0.05.

    RESULTS: The I2 test was used to evaluate the heterogeneity of the selected studies, based on the results of I2 test, the prevalence of sleep disturbances in nurses and physicians is I2: 97.4% and I2: 97.3% respectively. After following the systematic review processes, 7 cross-sectional studies were selected for meta-analysis. Six studies with the sample size of 3745 nurses were examined in and the prevalence of sleep disturbances was approximated to be 34.8% (95% CI: 24.8-46.4%). The prevalence of sleep disturbances in physicians was also measured in 5 studies with the sample size of 2123 physicians. According to the results, the prevalence of sleep disturbances in physicians caring for the COVID-19 patients was reported to be 41.6% (95% CI: 27.7-57%).

    CONCLUSION: Healthcare workers, as the front line of the fight against COVID-19, are more vulnerable to the harmful effects of this disease than other groups in society. Increasing workplace stress increases sleep disturbances in the medical staff, especially nurses and physicians. In other words, increased stress due to the exposure to COVID-19 increases the prevalence of sleep disturbances in nurses and physicians. Therefore, it is important for health policymakers to provide solutions and interventions to reduce the workplace stress and pressures on medical staff.

    Matched MeSH terms: Physicians/psychology*; Physicians/statistics & numerical data
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