Literature DB >> 35707758

Radiology and the medical student: do increased hours of teaching translate to more radiologists?

Cindy Chew, Patrick J O'Dwyer1, David Young2.   

Abstract

Objectives: The UK has a shortage of Radiologists to meet the increasing demand for radiologic examinations. To encourage more medical students to consider Radiology as a career, increased exposure at undergraduate level has been advocated. The aim of this study was to evaluate if formal Radiology teaching hours at medical school had any association with the number of qualified Radiologists joining the General Medical Council Specialist Register.
Methods: Total number of doctors joining the GMC Specialist Register as Clinical Radiologists, and those with a primary medical qualifications awarded in Scotland, was obtained from the GMC (2010-2020). Graduate numbers from all four Scottish Medical Schools (2000-2011) were also obtained. Hours of Radiology teaching for medical schools in Scotland were obtained from validated AToMS study.
Results: Two hundred and twenty three (6.6%) of 3347 Radiologists added to the GMC Specialist Register between 2010 and 2020 received their primary medical qualification (PMQ) from Scottish Universities. The number of Radiologists from Scottish Universities joining the GMC specialist register was 2.6% of the total number of Scottish Medical Graduates. There was no association between the number of hours (Range 1-30) Radiology was taught to medical students and the number that joined the specialist register as Radiologists (p = 0.54 chi square trend).
Conclusion: Increased exposure to Radiology teaching does not influence medical students' decision to take up Radiology as a career. While continued Radiology exposure remains important, other strategies are required in both the short and long term to ensure radiology services are maintained without detriment to patients. Advances in knowledge: Increased hours of Radiology teaching in medical school was not associated with increased radiologists joining the profession.
© 2021 The Authors. Published by the British Institute of Radiology.

Entities:  

Year:  2021        PMID: 35707758      PMCID: PMC9185847          DOI: 10.1259/bjro.20210074

Source DB:  PubMed          Journal:  BJR Open        ISSN: 2513-9878


Introduction

There is ever increasing demand for radiologic examinations juxtaposed against a shortage of radiologists. At February 2021, 138,385 patients in England were waiting over six weeks for a CT, MRI or ultrasound scan – 12 times higher than in February 2020.[1] Similarly in Wales, 20,548 patients were waiting over eight weeks – 33 times more than 2020.[2] In Scotland, the number of patients waiting over 6 weeks for radiological examinations are 6491 and 21,338 in the same periods.[3] The Royal College of Radiologists estimates that if current trends continue, there will be 44% shortfall in UK’s radiologists by 2025 or 3,613 consultants in real terms demand.[4] This finding is reflected worldwide.[5] A large increase in newly qualified doctors entering Radiology training will be needed to meet this shortfall. One way to encourage this may be to increase medical student exposure to radiology in both the preclinical and clinical years with formal teaching hours dedicated to the subject – by radiologists. More medical school teaching in some subjects have been shown to result in an increase in trainees for some specialties, but not for others.[6] The impact for Radiology has not been assessed. The aim of this study is to evaluate if formal dedicated radiology teaching hours at medical school had any association with longitudinal data on qualified Radiologists joining the General Medical Council’s (GMC) specialist medical register at a national level.

Methods

Information on the total number of doctors joining the GMC Specialist Register as Clinical Radiologists, as well as the subset number of those with a primary medical qualifications awarded in Scotland, was obtained from the GMC through the Freedom of Information Act over a 10 year period (2010–2020). Graduate numbers from all four Scottish Medical Schools (2000–2011) were also obtained from the GMC, as this group of medical graduates would likely join the Specialist Register between 2010 and 2020. Hours of Radiology and total hours of teaching was obtained from the AToMS study, pertaining to all timetabled teaching in 2015.[7] These timetables were previously validated against the Higher Education Policy Institute (HEPI) Student Academic Experience Survey as well as the study of teaching of general practice, which collected data from heads of Departments of General Practice in UK medical schools.[7] Information on FRCR pass rates was obtained from the GMC Specialty Examination Reporting Tool website.[8] Information on historic application to Radiology was obtained from the Royal College of Radiologists website.[9] Assuming an average of 9 years (with a minimum of 7 years) between graduating from medical school and entering the specialist register, we also set to determine if medical graduate numbers remained stable between 2001 and 2011 to correct for any impact this may have on numbers joining the specialist register during the study period. To compare the portions becoming Radiologists in Scotland over the time period 2010–2020, a chi-squared goodness to fit test was performed. A two-way ANOVA test was used to investigate the difference in FRCR pass rates between the Scottish Universities from 2014–2019.

Results

Radiologists joining GMC specialist register (2010–2020)

Two hundred and twenty three (6.6%) of 3347 Radiologists added to the GMC Specialist Register between 2010 and 2020 received their primary medical qualification (PMQ) from Scottish Universities (Table 1). The number of doctors joining the specialist register from Scottish PMQ Awarding bodies did not change significantly (chi squared trend p = 0.543) over the 10 year period (Table 1). The number of medical students graduating from Scottish Medical schools remained stable with no significant change during 2001–2011 – the period in which this group of Radiologists is likely to have graduated. The number of Radiologists from Scottish Universities joining the GMC specialist register was 2.6% of the total number of Scottish Medical graduates (Table 2).
Table 1.

Radiologists joining the GMC Specialist Register 2010–2020

2010(% of total)2011(% of total)2012(% of total)2013(% of total)2014(% of total)2015(% of total)2016(% of total)2017(% of total)2018(% of total)2019(% of total)2020(% of total)Total(% of total)
Radiologists added to Specialist Register2922752912923802922992942983073273347
Radiologists with Scottish PMQ22(7.5)21(7.6)23(7.9)23(7.9)12(3.2)23(7.9)12(4.0)22(7.5)20(6.7)21(6.8)24(7.3)223(6.7)
Table 2.

Total number of Medical Students Graduating from Scottish Medical Schools

Year / Medical SchoolAberdeenDundeeEdinburghGlasgowTotal Scottish Graduates
2001158131195194678
2002159131239269798
2003183161176256776
2004167137218190712
2005185147252246830
2006176144219250789
2007193159227240819
2008200155261245861
2009171158251243823
2010183152238236809
2011186129230270815
Total 1961 1604 2506 2639 8710
Radiologists joining the GMC Specialist Register 2010–2020 Total number of Medical Students Graduating from Scottish Medical Schools The number of radiologists added to the specialist register in the UK as a whole mirrored that of Scotland, in that there was no change in the number over the same period (Table 1).

Radiology teaching hours and radiologists joining GMC specialist register

Glasgow is the largest and only Problem-Based Learning School in Scotland. It had lowest total recorded formal teaching hours but the highest hours of radiology teaching (Table 3).
Table 3.

Number of Teaching hours correlated to number of Radiologists

Medical SchoolTotal number of Radiologist(2010–2020)Total number of Students(2001–2011)Total Radiology TeachingHoursTotal Teaching Hours
Aberdeen38196195069
Dundee39160419.15446
Edinburgh68250614828
Glasgowa782639303982

Glasgow was the largest medical school with 35% more students on average than Aberdeen, 65% more than Dundee and 5% more than Edinburgh.

Number of Teaching hours correlated to number of Radiologists Glasgow was the largest medical school with 35% more students on average than Aberdeen, 65% more than Dundee and 5% more than Edinburgh. There was no association between the number of formal hours Radiology taught to medical students (range 1–30) and the number that joined the specialist register as Radiologists (Table 3, Figure 1). In addition, there was no association between total hours taught and the numbers of graduates joining the GMC Radiology specialist register.
Figure 1.

Percentage Radiology teaching plotted against Radiologist Rate for each University

Percentage Radiology teaching plotted against Radiologist Rate for each University Edinburgh had the lowest hours of Radiology teaching, but the best pass rates for Radiology examinations (Table 4, Figure 2).
Table 4.

Analysis of Pass rates of each University over time

Difference ofInstitution LevelsDifference of MeansSE ofDifferenceSimultaneous95% CIT-ValueAdjustedP-Value
Dundee - Aberdeen−4.104.70(−18.37, 10.17)−0.871.000
Edinburgh - Aberdeen11.134.70(−3.13, 25.40)2.370.190
Glasgow - Aberdeen2.054.70(−12.22, 16.32)0.441.000
Edinburgh - Dundee15.234.70(0.97, 29.50)3.240.033
Glasgow - Dundee6.154.70(−8.12, 20.42)1.311.000
Glasgow - Edinburgh−9.084.70(−23.35, 5.18)−1.930.434

Individual confidence level = 99.17%.

Bonferroni Simultaneous Tests for Differences of Means.

Figure 2.

Analysis of Pass rates of each University over time. This was done using two-way ANOVA: There was no significant difference in pass rates over time (p=0.321). There was evidence of a difference between institutions (p=0.034), with Edinburgh pass rates being significantly higher than Dundee (p=0.033)

Analysis of Pass rates of each University over time Individual confidence level = 99.17%. Bonferroni Simultaneous Tests for Differences of Means. Analysis of Pass rates of each University over time. This was done using two-way ANOVA: There was no significant difference in pass rates over time (p=0.321). There was evidence of a difference between institutions (p=0.034), with Edinburgh pass rates being significantly higher than Dundee (p=0.033)

Discussion

This study shows no association between hours of radiology taught in medical schools with the number of radiologists joining the specialist register. Also, despite the well-publicised shortage of radiologists, there had been no increase in those joining the speciality register over the last decade. This is occurring against a background of unrelenting increase in demand for radiology investigations, pre-COVID, in the same period. The 2020 Independent Review of Diagnostic Services for NHS England recommended major expansion of the imaging workforce is required as part of its Recovery and Renewal Plan, with an increase of 2000 Radiologists to meet the demand.[10] There is apparent face validity to the concept that without any radiology teaching and exposure in medical school, medical students are less likely to consider radiology as a career option and more contact hours could increase interest in Radiology. McManus et al demonstrated in their extensive study that while more GP teaching resulted in more graduates entering GP training, paradoxically, those very graduates performed less well in MRCGP examinations.[6] Conversely, more teaching in Psychiatry, Surgery and Anaesthetic did not result in more specialist trainees. While Europe reports high levels of Radiology input in their medical student curriculum, only about 20% of US and 6% of Canadian medical schools have Radiology clerkships with a similarly low level of Radiology exposure reported for the United Kingdom.[11,12] Radiology foot print in Scottish medical schools is also extremely low at 0.3% of the curriculum hours dedicated to radiology.[13] Against a worldwide shortage of radiologists, radiological societies are working hard to increase the medical school presence of radiology in the hope of improving this shortage. In some parts of Scotland, the estimated workforce shortfall is already over 40%.[4] Radiology is a vital part of modern medicine – where almost every clinical condition is reliant on a radiological examination for patient management. While we are a valued added specialty, we are also now potentially a bottle neck in patient pathways – heralding patient safety issues.[14] More needs to be done to recruit radiologists – a report by the Royal College of Radiologists cites the amount NHS Scotland spent on outsourcing radiology quadrupled over 5 years to £4.5 million in 2019–50% of total Scottish Radiologist salaries[15]! All this is particularly surprising, given Medscape’s 2021 Radiologist Compensation report finding Radiologists are among the highest earners, spend the least time on administration and paperwork, as well as being one of those most likely to choose the same specialty again.[16] So how can we increase the number of Radiologists in the UK if having more teaching hours in medical school is not apparently effective? Given the scale of the problem, the solution needs to be a political one. One way is to increase the overall total number of medical students and hope the proportion of students choosing Radiology is maintained. The Scottish Government is committed to maintaining a sustainable medical workforce. To that end they have increased medical student places by 22% (190) between 2016 and 2021 as well as enacted policies which will increase the number of Scottish over other UK domiciled medical students during this period to help retain medical school graduates in Scotland for the longer term.[17] Ultimately, more post-graduate training places need to be made available. The number of people applying to train in Radiology between 2010 and 2021 has doubled with insufficient increase by Government in training places available (Table 5). Radiology could do well to advocate for our specialty and lobby politicians effectively as General Practice has done – as evidenced by the visible investment by government into promoting General Practice in medical schools according to recommendations made by the Gillies report.[18] This is particularly notable in Scotland where, despite Scottish population making up approximately 8.1% of the total UK population, graduates from Scottish Medical Schools make up just 6.7% of Radiologists joining Specialist register – that is a cumulative annual shortfall of 21% in just the last decade compared to the rest of the UK.[19]
Table 5.

Number of Applicants per Post in Radiology (2010–2021)

YearPosts AvailableApplicantsApplicants : Post Ratio
20101856553.54 : 1
20111835883.21 : 1
20121676934.14: 1
20132107543.59: 1
20142297943.47: 1
20152449173.76 : 1
20162499633.87: 1
20172679373.51: 1
20182829703.44: 1
20192789673.48: 1
202031111283.62: 1
202135316774.75: 1
Mean3.7 : 1

Source : https://www.rcr.ac.uk/clinical-radiology/careers-and-recruitment/specialty-recruitment/statistical-summary-previous-rounds

Number of Applicants per Post in Radiology (2010–2021) Source : https://www.rcr.ac.uk/clinical-radiology/careers-and-recruitment/specialty-recruitment/statistical-summary-previous-rounds Growing Radiologists “from scratch” is often deemed to take too long. A word of caution then of the Scottish Government’s experience. An ambitious international recruitment drive was launched in 2018, as part of its £4 million Scottish Radiology Transformation Program, in an attempt to increase Radiologist numbers quickly. This netted just five recruits, one of whom was already working in Scotland.[20] Against a worldwide shortage of Radiologists, unfortunately there is no “magic Radiologist-tree” to shake for instant mass hordes of Radiologists. Until government policies, funding and requisite time for training new Radiologists materialise, Health Boards would do well to keep their existing staff Radiologists professionally satisfied not burnt out, to meet the anticipated tsunami of imaging demand on the covid recovery road ahead. What options are available to the Health Care system in the mean time? Skills mix – advanced practitioners/reporting radiographers – has been the go-to solution for a while. Unfortunately, they are not the panacea, with the Government’s Diagnostic Recovery document highlighteing the need for 4000 additional radiographers to meet the anticipated demand.[9] Artificial intelligence in its multiple potential forms is not yet ready for mass roll out. The sustainable option is to educate clinicians, and patients, to be judicious with their use of Radiology services to temper demand. This work needs to start right at the Medical Student level. Otherwise, the only – most difficult and contentious – avenue left is to ration Radiology resource.[21,22] Just as Health Boards and Trust manage running costs by limiting the number of beds in hospitals, so too a cap in the capacity to curb demand may be required to ensure the most urgent and clinically impactful examinations are performed and reported in a timely fashion. Currently only 1% of NHS Trusts and Health Boards are able to report all scans within Radiologists’ contracted hours.[15] With increasing reliance on outsourcing firms and a rapidly diminishing pool of Radiologists, cost of outsourcing will undoubtedly escalate in response to free market forces. There are a few limitations to this study. The data relating to hours of teaching in radiology was only from a single year (2015). Information regarding curriculum is notoriously difficult to acquire. This data, acquired through Freedom of Information, was the most comprehensive to date and was validated prior to analysis. Further, medical school curricula are relatively stable entities over time and this data is representative of the current curricula. It is possible the analysis under estimated the true hours of radiology teaching secondary to the way data was collated, particularly during clinical placements. Nonetheless, ad hoc radiology teaching was not uniformly available to all medical students in a standardised way and would be difficult to include in our evaluation. Finally, this study only included data from four Scottish Medical Schools, including just 1 PBL school. While this is a relatively small number, the findings are similar to that observed for Psychiatry, Anaesthesia and Surgery for the UK as a whole.[6]

Conclusion

There has been very little change in the number of radiologists produced from Scottish Medical Schools, and indeed across the United Kingdom, over the last decade. More medical school Radiology teaching did not result in more Radiologists. In the face of massive shortage of radiology workforce, urgent work is needed to address this issue as a matter of patient safety.
  6 in total

1.  Analysis of radiology education in undergraduate medical doctors training in Europe.

Authors:  Elena V Kourdioukova; Martin Valcke; Anselme Derese; Koenraad L Verstraete
Journal:  Eur J Radiol       Date:  2010-09-16       Impact factor: 3.528

2.  Radiology Clerkship Requirements in Canada and the United States: Current State and Impact on Residency Application.

Authors:  Hwan Lee; Do Hee Kim; Paul P Hong
Journal:  J Am Coll Radiol       Date:  2019-12-31       Impact factor: 5.532

3.  Exploring UK medical school differences: the MedDifs study of selection, teaching, student and F1 perceptions, postgraduate outcomes and fitness to practise.

Authors:  I C McManus; Andrew Christopher Harborne; Hugo Layard Horsfall; Tobin Joseph; Daniel T Smith; Tess Marshall-Andon; Ryan Samuels; Joshua William Kearsley; Nadine Abbas; Hassan Baig; Joseph Beecham; Natasha Benons; Charlie Caird; Ryan Clark; Thomas Cope; James Coultas; Luke Debenham; Sarah Douglas; Jack Eldridge; Thomas Hughes-Gooding; Agnieszka Jakubowska; Oliver Jones; Eve Lancaster; Calum MacMillan; Ross McAllister; Wassim Merzougui; Ben Phillips; Simon Phillips; Omar Risk; Adam Sage; Aisha Sooltangos; Robert Spencer; Roxanne Tajbakhsh; Oluseyi Adesalu; Ivan Aganin; Ammar Ahmed; Katherine Aiken; Alimatu-Sadia Akeredolu; Ibrahim Alam; Aamna Ali; Richard Anderson; Jia Jun Ang; Fady Sameh Anis; Sonam Aojula; Catherine Arthur; Alena Ashby; Ahmed Ashraf; Emma Aspinall; Mark Awad; Abdul-Muiz Azri Yahaya; Shreya Badhrinarayanan; Soham Bandyopadhyay; Sam Barnes; Daisy Bassey-Duke; Charlotte Boreham; Rebecca Braine; Joseph Brandreth; Zoe Carrington; Zoe Cashin; Shaunak Chatterjee; Mehar Chawla; Chung Shen Chean; Chris Clements; Richard Clough; Jessica Coulthurst; Liam Curry; Vinnie Christine Daniels; Simon Davies; Rebecca Davis; Hanelie De Waal; Nasreen Desai; Hannah Douglas; James Druce; Lady-Namera Ejamike; Meron Esere; Alex Eyre; Ibrahim Talal Fazmin; Sophia Fitzgerald-Smith; Verity Ford; Sarah Freeston; Katherine Garnett; Whitney General; Helen Gilbert; Zein Gowie; Ciaran Grafton-Clarke; Keshni Gudka; Leher Gumber; Rishi Gupta; Chris Harlow; Amy Harrington; Adele Heaney; Wing Hang Serene Ho; Lucy Holloway; Christina Hood; Eleanor Houghton; Saba Houshangi; Emma Howard; Benjamin Human; Harriet Hunter; Ifrah Hussain; Sami Hussain; Richard Thomas Jackson-Taylor; Bronwen Jacob-Ramsdale; Ryan Janjuha; Saleh Jawad; Muzzamil Jelani; David Johnston; Mike Jones; Sadhana Kalidindi; Savraj Kalsi; Asanish Kalyanasundaram; Anna Kane; Sahaj Kaur; Othman Khaled Al-Othman; Qaisar Khan; Sajan Khullar; Priscilla Kirkland; Hannah Lawrence-Smith; Charlotte Leeson; Julius Elisabeth Richard Lenaerts; Kerry Long; Simon Lubbock; Jamie Mac Donald Burrell; Rachel Maguire; Praveen Mahendran; Saad Majeed; Prabhjot Singh Malhotra; Vinay Mandagere; Angelos Mantelakis; Sophie McGovern; Anjola Mosuro; Adam Moxley; Sophie Mustoe; Sam Myers; Kiran Nadeem; Reza Nasseri; Tom Newman; Richard Nzewi; Rosalie Ogborne; Joyce Omatseye; Sophie Paddock; James Parkin; Mohit Patel; Sohini Pawar; Stuart Pearce; Samuel Penrice; Julian Purdy; Raisa Ramjan; Ratan Randhawa; Usman Rasul; Elliot Raymond-Taggert; Rebecca Razey; Carmel Razzaghi; Eimear Reel; Elliot John Revell; Joanna Rigbye; Oloruntobi Rotimi; Abdelrahman Said; Emma Sanders; Pranoy Sangal; Nora Sangvik Grandal; Aadam Shah; Rahul Atul Shah; Oliver Shotton; Daniel Sims; Katie Smart; Martha Amy Smith; Nick Smith; Aninditya Salma Sopian; Matthew South; Jessica Speller; Tom J Syer; Ngan Hong Ta; Daniel Tadross; Benjamin Thompson; Jess Trevett; Matthew Tyler; Roshan Ullah; Mrudula Utukuri; Shree Vadera; Harriet Van Den Tooren; Sara Venturini; Aradhya Vijayakumar; Melanie Vine; Zoe Wellbelove; Liora Wittner; Geoffrey Hong Kiat Yong; Farris Ziyada; Oliver Patrick Devine
Journal:  BMC Med       Date:  2020-05-14       Impact factor: 8.775

4.  The Analysis of Teaching of Medical Schools (AToMS) survey: an analysis of 47,258 timetabled teaching events in 25 UK medical schools relating to timing, duration, teaching formats, teaching content, and problem-based learning.

Authors:  Oliver Patrick Devine; Andrew Christopher Harborne; Hugo Layard Horsfall; Tobin Joseph; Tess Marshall-Andon; Ryan Samuels; Joshua William Kearsley; Nadine Abbas; Hassan Baig; Joseph Beecham; Natasha Benons; Charlie Caird; Ryan Clark; Thomas Cope; James Coultas; Luke Debenham; Sarah Douglas; Jack Eldridge; Thomas Hughes-Gooding; Agnieszka Jakubowska; Oliver Jones; Eve Lancaster; Calum MacMillan; Ross McAllister; Wassim Merzougui; Ben Phillips; Simon Phillips; Omar Risk; Adam Sage; Aisha Sooltangos; Robert Spencer; Roxanne Tajbakhsh; Oluseyi Adesalu; Ivan Aganin; Ammar Ahmed; Katherine Aiken; Alimatu-Sadia Akeredolu; Ibrahim Alam; Aamna Ali; Richard Anderson; Jia Jun Ang; Fady Sameh Anis; Sonam Aojula; Catherine Arthur; Alena Ashby; Ahmed Ashraf; Emma Aspinall; Mark Awad; Abdul-Muiz Azri Yahaya; Shreya Badhrinarayanan; Soham Bandyopadhyay; Sam Barnes; Daisy Bassey-Duke; Charlotte Boreham; Rebecca Braine; Joseph Brandreth; Zoe Carrington; Zoe Cashin; Shaunak Chatterjee; Mehar Chawla; Chung Shen Chean; Chris Clements; Richard Clough; Jessica Coulthurst; Liam Curry; Vinnie Christine Daniels; Simon Davies; Rebecca Davis; Hanelie De Waal; Nasreen Desai; Hannah Douglas; James Druce; Lady-Namera Ejamike; Meron Esere; Alex Eyre; Ibrahim Talal Fazmin; Sophia Fitzgerald-Smith; Verity Ford; Sarah Freeston; Katherine Garnett; Whitney General; Helen Gilbert; Zein Gowie; Ciaran Grafton-Clarke; Keshni Gudka; Leher Gumber; Rishi Gupta; Chris Harlow; Amy Harrington; Adele Heaney; Wing Hang Serene Ho; Lucy Holloway; Christina Hood; Eleanor Houghton; Saba Houshangi; Emma Howard; Benjamin Human; Harriet Hunter; Ifrah Hussain; Sami Hussain; Richard Thomas Jackson-Taylor; Bronwen Jacob-Ramsdale; Ryan Janjuha; Saleh Jawad; Muzzamil Jelani; David Johnston; Mike Jones; Sadhana Kalidindi; Savraj Kalsi; Asanish Kalyanasundaram; Anna Kane; Sahaj Kaur; Othman Khaled Al-Othman; Qaisar Khan; Sajan Khullar; Priscilla Kirkland; Hannah Lawrence-Smith; Charlotte Leeson; Julius Elisabeth Richard Lenaerts; Kerry Long; Simon Lubbock; Jamie Mac Donald Burrell; Rachel Maguire; Praveen Mahendran; Saad Majeed; Prabhjot Singh Malhotra; Vinay Mandagere; Angelos Mantelakis; Sophie McGovern; Anjola Mosuro; Adam Moxley; Sophie Mustoe; Sam Myers; Kiran Nadeem; Reza Nasseri; Tom Newman; Richard Nzewi; Rosalie Ogborne; Joyce Omatseye; Sophie Paddock; James Parkin; Mohit Patel; Sohini Pawar; Stuart Pearce; Samuel Penrice; Julian Purdy; Raisa Ramjan; Ratan Randhawa; Usman Rasul; Elliot Raymond-Taggert; Rebecca Razey; Carmel Razzaghi; Eimear Reel; Elliot John Revell; Joanna Rigbye; Oloruntobi Rotimi; Abdelrahman Said; Emma Sanders; Pranoy Sangal; Nora Sangvik Grandal; Aadam Shah; Rahul Atul Shah; Oliver Shotton; Daniel Sims; Katie Smart; Martha Amy Smith; Nick Smith; Aninditya Salma Sopian; Matthew South; Jessica Speller; Tom J Syer; Ngan Hong Ta; Daniel Tadross; Benjamin Thompson; Jess Trevett; Matthew Tyler; Roshan Ullah; Mrudula Utukuri; Shree Vadera; Harriet Van Den Tooren; Sara Venturini; Aradhya Vijayakumar; Melanie Vine; Zoe Wellbelove; Liora Wittner; Geoffrey Hong Kiat Yong; Farris Ziyada; I C McManus
Journal:  BMC Med       Date:  2020-05-14       Impact factor: 8.775

5.  Radiology in the era of value-based healthcare: a multi-society expert statement from the ACR, CAR, ESR, IS3R, RANZCR, and RSNA.

Authors:  Adrian P Brady; Jaqueline A Bello; Lorenzo E Derchi; Michael Fuchsjäger; Stacy Goergen; Gabriel P Krestin; Emil J Y Lee; David C Levin; Josephine Pressacco; Vijay M Rao; John Slavotinek; Jacob J Visser; Richard E A Walker; James A Brink
Journal:  Insights Imaging       Date:  2020-12-21

6.  Radiology for medical students: Do we teach enough? A national study.

Authors:  Cindy Chew; Patrick J O'Dwyer; Euan Sandilands
Journal:  Br J Radiol       Date:  2021-02-09       Impact factor: 3.039

  6 in total

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