Table 3

Supply factors used in rheumatology workforce studies

Author, yearClinical setting42 Time spent on clinical (rheumatological) care43 Source of data for estimating of % of patient care in rheumatology*Tasks delegated to other health professionals in rheumatology (HP)44 Demographic trends in workforce45 Entry and exit from the profession46 Source of information for in- and outflow of medical graduates*Result presented in number of rheumatologists and/or clinical FTEs47
Ogryzlo, 197526 Not statedEmbedded Image Not stated48 Not statedNot statedEmbedded Image Not statedEmbedded Image Attrition rate of training programmeEmbedded Image Not statedNumber of rheumatologistsEmbedded Image
Marder et al, 199114 Ambulatory and hospital (outpatient only)Embedded Image ~80%–85% of working time49 Not statedPer morbidity indicated the expected number of visits delegated to a non-physician member of the office staff: PsA, RA, SpA, OA, OP 5%–15% of visitsEmbedded Image Retirement and death due to ageEmbedded Image Projected number of new entrantsEmbedded Image Historical trendsNumber of rheumatologistsEmbedded Image
Deal et al, 200715 Not statedEmbedded Image ~90% of rheumatologists see patientsEmbedded Image Not statedAbout 25% of rheumatologists are working with a NP or PAEmbedded Image Female and older rheumatologists have less visits, younger doctors tend to work less hoursEmbedded Image Number and fill rate of rheumatology positions, including foreign studentsEmbedded Image Council of Graduate Medical EducationNumber of rheumatologistsEmbedded Image
Zummer and Henderson, 200018 Not statedEmbedded Image Not statedEmbedded Image Not statedNot statedEmbedded Image Over 50% of rheumatologists are >50, and 15% will retire in next 10 yearsEmbedded Image Number of trainees in relation to current vacancies, number of graduated specialists that will practice out of CanadaEmbedded Image Survey by the Economics and Manpower Committee of the Canadian Rheumatology AssociationNumber of rheumatologistsEmbedded Image
Edworthy, 200019 Community, academic, administratorEmbedded Image 5%–80% of working time50 Not statedNot statedEmbedded Image Not statedEmbedded Image Attrition rate including illness, emigration (estimated at 10%), number of new graduates entering the marketEmbedded Image Not statedNumber of rheumatologistsEmbedded Image
Hanly, 200120 AcademicEmbedded Image ~50%–60% of working timeEmbedded Image Not statedNot statedEmbedded Image The ‘greying’ of the physicians, changing lifestyles and expectations of young physicians, increasing proportion of womenEmbedded Image Not statedEmbedded Image Not statedNumber of rheumatologists and clinical FTEEmbedded Image
Raspe, 199522 Hospital, private practice, centres of excellence (outpatient only)Embedded Image 45 hours/weekEmbedded Image Not statedPrimary care specialist51 Not statedEmbedded Image Not statedEmbedded Image Not statedNumber of rheumatologistsEmbedded Image
German Society for Rheumatology, Committee for Care, 200821 Outpatient clinicEmbedded Image 75% of working time52 Not statedNot statedEmbedded Image Not statedEmbedded Image Not statedEmbedded Image Not statedNumber of rheumatologistsEmbedded Image
Làzaro y De Mercado, 201325 Academic, non-academic, private practiceEmbedded Image 78.4% of working time53 Survey among rheumatologistsNot statedEmbedded Image Age and gender of current and future workforce taken into accountEmbedded Image Number of residents that graduates each yearEmbedded Image Not statedNumber of rheumatologistsEmbedded Image
Committee of Rheumatology, 198823 General hospitalEmbedded Image Not stated54 Not statedJunior medical staff House officer: 0.5 FTE per consultant, secretarial and administrative support 1 FTE per consultantEmbedded Image Not statedEmbedded Image Not statedEmbedded Image Not statedNumber of rheumatologistsEmbedded Image
Rowe et al, 201324 Community (rheumatologist, rheumatologist with GIM), academicEmbedded Image 25%–65%55 Programmed activities based on British Society of Rheumatology recommendationsShared care between primary and secondary care necessary but dependent on the existence of intermediate care56 Not statedEmbedded Image Not statedEmbedded Image Not statedNumber of rheumatologistsEmbedded Image
American College of Rheumatology, 201538 Academic (80%) and non-academic (20%)Embedded Image Academic setting 1 doctor=0.5 clinical FTE
Non-academic setting 1 doctor=1 FTEEmbedded Image
Expert consensusInclude number of NP and PA in the modellingEmbedded Image Workforce is ageing; women work 7 hours less per week and see 30% less patients. Share of women increasingEmbedded Image Number and fill rate of rheumatology positions, drop-out, number of those who will practise outside USAEmbedded Image Survey and data from American Medical Association (AMA)Number of rheumatologists and clinical FTEEmbedded Image
HRSA Health Workforce, 201516 7 settings: Emergency rooms, hospitals, provider offices, outpatient departments, home health, nursing homes, residential facilitiesEmbedded Image Not statedEmbedded Image Not statedNot statedEmbedded Image Age and gender distribution of the workforce taken into account57 Number of newly trained doctors entering the marketEmbedded Image AMA Masterfile for physicians, the Association of American Medical Colleges (AAMC) 2012–2013 Graduate Medical Education Census, Physician Assistant Education Association surveyNumber of rheumatologists and clinical FTEEmbedded Image
German Society for Rheumatology, 20177 Hospital, private practice, rehabilitation centresEmbedded Image Of a total of 54 hours/per week, 38 hours patient work58 Source are given for the definition of the number of working hours/week and the time dedicated to rheumatology careNot statedEmbedded Image Rheumatologists are ageing and many will retire soonEmbedded Image Not statedEmbedded Image Not statedNumber of rheumatologists and clinical FTEEmbedded Image
  • The risk of bias scores: red dot (Embedded Image)=high risk of bias, indicating that the factor has not been considered or considered in an inadequate way, in workforce prediction model; orange dot (Embedded Image)=moderate risk of bias, when a factor has been considered with limitations; green dot (Embedded Image)=low risk of bias and corresponds to a well-considered factor in sufficient level of detail and based on a reliable evidence. Detailed description of grading system is presented in online supplementary table S7.

  • (1) Considering more than one level of setting for the calculation of workforce supply improves the accuracy of the projections.

  • (2) Accurate projections require the percentage of time spent on clinical care by making estimations for the number, durations and types of visits, using more than one data source.

  • (3) Possible task shifting with HP is relevant for workforce calculation and can rely on data or formal expert consensus.

  • (4) More than one demographic trends like ageing and millennial trend should be considered for forecasting.

  • (5) The accuracy of the model can be increased by considering more than one entry and exit factor, using more than one data source.

  • (6) Projected number of rheumatologists and clinical FTEs should be explicit from the calculations.

  • (7) According to author’s statement calculation adjusted for clinical care, research and teaching; 2000 rheumatologists in USA from which 1700 are practising, 300 are teaching/researchers; same proportions are assumed for Canada.

  • (8) Authors estimate a ~15%–20% extra number of rheumatologist to compensate for ‘other activities’ including research and education.

  • (9) Authors assume that community based rheumatologists use 80% of a 55-hour week (=44 hours) for clinical visits, 20% for administrative work and education; academic rheumatologists use 25% of a 60-hour week (=15 hours) for clinical visits and 75% for administration, research and training; administrators use 5% of a 60-hour week (=3 hours) for clinical visits and 95% for administrative work and work with complex medical systems and provincial organisations. A total of 46 working weeks/year is assumed (5-week vacation, 1 week conference).

  • (10) Authors provide a diagram on patients’ flow from primary to specialist care and vice versa; however, the effect of this diagram on the number of visits/rheumatologists required was not provided.

  • (11) Authors estimate that out of a 10-hour working day, 7.5 hours will be available for clinical visits.

  • (12) According to the survey performed the following activities reduce the time for clinical visits: research, teaching, scientific sessions, training, congresses, institutional participation and other activities.

  • (13) All rheumatologists spend time on development and maintenance of educational programmes for continuing education of general practitioners and colleagues in other specialties and for other health professionals.

  • (14) Community-based rheumatologist: 55% of working time for clinics, 10% ward work, inpatient referrals, day unit and multidisciplinary team meeting (MDT) support, 10% administrative work, 25% supporting professional activities (teaching, training, appraisal, audit, clinical governance, CPD (continuing professional development), revalidation, research, departmental management and service, development); community-based rheumatologist with general internal medicine: 45% of working time for clinics, 18% for GIM and specialty ward round, inpatient referrals, day unit and MDT support, 9% for patient-related administration, relatives and contact, 9% for peri-take and post-take ward rounds weekdays and weekends, 19% for teaching, training, appraisal, audit, clinical governance, revalidation, research, departmental management and service development; academic rheumatologist: 15% special clinics, 10% inpatient referral and ward work, 50% full academic sessions, 25% supporting professional activities; a 20%–25% reduction of patients per clinic is suggested in case a consultant is involved in teaching junior staff, students or supervising nurse clinics.

  • (15) Local CATS (intermediate services between primary and secondary care known as Clinical Assessment and Treatment services) and the possibility to involve general practitioners, the introduction of nurse-led clinics, telephone follow-up clinics or electronic advice to general practitioners.

  • (16) Assumed that current rates of workforce participation will remain stable into the future (2025).

  • (17) Considered the number of working hours/week and the percentage of rheumatologists who are working in the hospital or as freelancer.

  • *Risk of bias related to the data source is taken into account in scoring of the respective factor.

  • CPD, continuing professional development; FTE, full-time equivalent; GIM, general internal medicine; NP, nurse practitioner; OA, osteoarthritis; OP, Osteoporosis; PA, physician assistant; PsA, psoriatic arthritis; RA, Rheumatoid arthritis; SpA, Spondyloarthritis.