Submitted:
21 September 2023
Posted:
22 September 2023
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Creation of breast model for the training of Radiologic technologists
2.2. Printing the digital models
2.3. Student assessment
2.4. Statistical analysis
3. Results
3.1. Breast model
3.2. Results from the survey
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- P.V. Zujić, A. P.V. Zujić, A. Božanić, S. Jurković, D. Šegota, E.G. Dujmić, B. Čandrlić, M. Karić, The role of self-evaluation and education of radiographers involved in a breast cancer screening program at Clinical Hospital Center Rijeka. Radiography 2021, 27, 1162–1165. [Google Scholar] [CrossRef] [PubMed]
- Hofvind, S.; Vee, B.; Sørum, R.; Hauge, M.; Ertzaas, A.-K.O. Quality assurance of mammograms in the Norwegian Breast Cancer Screening Program. Eur. J. Radiogr. 2009, 1, 22–29. [Google Scholar] [CrossRef]
- N. Richli Meystre, A. N. Richli Meystre, A. Henner, C. Sà dos Reis, B. Strøm, J.A. Pires Jorge, T. Kukkes, E. Metsälä, Characterization of radiographers’ mammography practice in five European countries: a pilot study. Insights Imaging 2019, 10. [Google Scholar] [CrossRef] [PubMed]
- Albeshan, S.; Alashban, Y.; Shubayr, N.; Alkhudairy, A.; Eliraqi, F. Evaluation of Radiographers’ Experience in Mammography: An Explanatory Study. Iran. J. Radiol. 2022, 19. [Google Scholar] [CrossRef]
- G.H. Rauscher, E.F. G.H. Rauscher, E.F. Conant, J.A. Khan, M.L. Berbaum, Mammogram image quality as a potential contributor to disparities in breast cancer stage at diagnosis: an observational study. BMC Cancer 2013, 13. [Google Scholar] [CrossRef]
- Taylor, K.; Parashar, D.; Bouverat, G.; Poulos, A.; Gullien, R.; Stewart, E.; Aarre, R.; Crystal, P.; Wallis, M. Mammographic image quality in relation to positioning of the breast: A multicentre international evaluation of the assessment systems currently used, to provide an evidence base for establishing a standardised method of assessment. Radiography 2017, 23, 343–349. [Google Scholar] [CrossRef]
- Dos Reis, C.S.; Pascoal, A.; Radu, L.; De Oliveira, M.F.; Alves, J. Overview of the radiographers’ practice in 65 healthcare centers using digital mammography systems in Portugal. Insights into Imaging 2017, 8, 345–355. [Google Scholar] [CrossRef]
- Dumky, H.; Leifland, K.; Fridell, K. The Art of Mammography With Respect to Positioning and Compression—A Swedish Perspective. J. Radiol. Nurs. 2018, 37, 41–48. [Google Scholar] [CrossRef]
- Mercieca, N.; Portelli, J.; Jadva-Patel, H. Mammographic image reject rate analysis and cause – A National Maltese Study. Radiography 2016, 23, 25–31. [Google Scholar] [CrossRef]
- B. Strøm, J.A. B. Strøm, J.A. Pires Jorge, N. Richli Meystre, A. Henner, T. Kukkes, E. Metsälä, C. Sà dos Reis, Challenges in mammography education and training today: The perspectives of radiography teachers/mentors and students in five European countries. Radiography 2018, 24, 41–46. [Google Scholar] [CrossRef]
- Park, J.; Ko, E.Y.; Han, B.-K.; Choi, J.S.; Kim, H. Appropriate screening mammography method for patients with breast implants. Sci. Rep. 2023, 13, 1–9. [Google Scholar] [CrossRef] [PubMed]
- dos Reis, C.S.; Gremion, I.; Meystre, N.R. Study of breast implants mammography examinations for identification of suitable image quality criteria. Insights into Imaging 2020, 11, 1–11. [Google Scholar] [CrossRef] [PubMed]
- Metsälä, E.; Meystre, N.R.; Jorge, J.P.; Henner, A.; Kukkes, T.; dos Reis, C.S. European radiographers’ challenges from mammography education and clinical practice – an integrative review. Insights into Imaging 2017, 8, 329–343. [Google Scholar] [CrossRef] [PubMed]
- Harmon, D.J.; Klein, B.A.; Im, C.; Romero, D. Development and implementation of a three-dimensional (3D) printing elective course for health science students. Anat. Sci. Educ. 2021, 15, 620–627. [Google Scholar] [CrossRef]
- Chernogorova, Y.; Kalinov, T.; Dukov, N.; Bliznakova, K.; Zlatarov, A.; Kolev, N.; Bliznakov, Z. Transforming Scientific Results into Educational Materials - Added Value of a Research Project. TEM J. 2022, 11, 120–124. [Google Scholar] [CrossRef]
- Bliznakova, K. The advent of anthropomorphic three-dimensional breast phantoms for X-ray imaging. Phys. Medica 2020, 79, 145–161. [Google Scholar] [CrossRef] [PubMed]
- Glick, S.J.; Ikejimba, L.C. Advances in digital and physical anthropomorphic breast phantoms for x-ray imaging. Med Phys. 2018, 45, E870–E885. [Google Scholar] [CrossRef]
- Liu, G.; Bian, W.; Zu, G.; Liu, J.; Zhang, G.; Li, C.; Jiang, G. Development of a 3D Printed Lung Model Made of Synthetic Materials for Simulation. Thorac. Cardiovasc. Surg. 2021, 70, 355–360. [Google Scholar] [CrossRef] [PubMed]
- Williams, A.; McWilliam, M.; Ahlin, J.; Davidson, J.; Quantz, M.A.; Bütter, A. A simulated training model for laparoscopic pyloromyotomy: Is 3D printing the way of the future? J. Pediatr. Surg. 2018, 53, 937–941. [Google Scholar] [CrossRef]
- Asif, A.; Lee, E.; Caputo, M.; Biglino, G.; Shearn, A.I.U. Role of 3D printing technology in paediatric teaching and training: a systematic review. BMJ Paediatr. Open 2021, 5, e001050. [Google Scholar] [CrossRef]
- Hasenstein, T.; Patel, K.P.; Moore, J.L.; Meyr, A.J. Printed 3-Dimensional Computed Tomography Scanned Ankle Fractures as an Educational Instrument. J. Foot Ankle Surg. 2019, 58, 1081–1084. [Google Scholar] [CrossRef] [PubMed]
- O’Reilly, M.K.; Reese, S.; Herlihy, T.; Geoghegan, T.; Cantwell, C.P.; Feeney, R.N.; Jones, J.F. Fabrication and assessment of 3D printed anatomical models of the lower limb for anatomical teaching and femoral vessel access training in medicine. Anat. Sci. Educ. 2015, 9, 71–79. [Google Scholar] [CrossRef] [PubMed]
- Vaccarezza, M.; Papa, V. 3D printing: a valuable resource in human anatomy education. Anat. Sci. Int. 2014, 90, 64–65. [Google Scholar] [CrossRef]
- Ye, Z.; Dun, A.; Jiang, H.; Nie, C.; Zhao, S.; Wang, T.; Zhai, J. The role of 3D printed models in the teaching of human anatomy: a systematic review and meta-analysis. BMC Med Educ. 2020, 20, 1–9. [Google Scholar] [CrossRef] [PubMed]
- Lozano, M.T.U.; Haro, F.B.; Ruggiero, A.; Manzoor, S.; Méndez, J.A.J. Evaluation of the Applicability of 3d Models as Perceived by the Students of Health Sciences. J. Med Syst. 2019, 43, 108. [Google Scholar] [CrossRef]
- Cai, B.; Rajendran, K.; Bay, B.H.; Lee, J.; Yen, C. The Effects of a Functional Three-dimensional (3D) Printed Knee Joint Simulator in Improving Anatomical Spatial Knowledge. Anat. Sci. Educ. 2018, 12, 610–618. [Google Scholar] [CrossRef]
- Youman, S.; Dang, E.; Jones, M.; Duran, D.; Brenseke, B. The Use of 3D Printers in Medical Education with a Focus on Bone Pathology. Med Sci. Educ. 2021, 31, 581–588. [Google Scholar] [CrossRef]
- Cercenelli, L.; De Stefano, A.; Billi, A.M.; Ruggeri, A.; Marcelli, E.; Marchetti, C.; Manzoli, L.; Ratti, S.; Badiali, G. AEducaAR, Anatomical Education in Augmented Reality: A Pilot Experience of an Innovative Educational Tool Combining AR Technology and 3D Printing. Int. J. Environ. Res. Public Heal. 2022, 19, 1024. [Google Scholar] [CrossRef]
- Bliznakova, K.; Bliznakov, Z.; Bravou, V.; Kolitsi, Z.; Pallikarakis, N. A three-dimensional breast software phantom for mammography simulation. Phys. Med. Biol. 2003, 48, 3699–3719. [Google Scholar] [CrossRef]
- Bliznakova, K.; Sechopoulos, I.; Buliev, I.; Pallikarakis, N. BreastSimulator: A software platform for breast x-ray imaging research. J. Biomed. Graph. Comput. 2012, 2, p1. [Google Scholar] [CrossRef]
- Bliznakova, K.; Dukov, N.; Feradov, F.; Gospodinova, G.; Bliznakov, Z.; Russo, P.; Mettivier, G.; Bosmans, H.; Cockmartin, L.; Sarno, A.; et al. Development of breast lesions models database. European Congress of Medical Physics (ECMP). LOCATION OF CONFERENCE, COUNTRYDATE OF CONFERENCE; pp. 293–303.
- Salazar, D.; Thompson, M.; Rosen, A.; Zuniga, J. Using 3D Printing to Improve Student Education of Complex Anatomy: a Systematic Review and Meta-analysis. Med Sci. Educ. 2022, 32, 1209–1218. [Google Scholar] [CrossRef] [PubMed]
- Jones, D.G. Three-dimensional Printing in Anatomy Education: Assessing Potential Ethical Dimensions. Anat. Sci. Educ. 2018, 12, 435–443. [Google Scholar] [CrossRef] [PubMed]
- Guertin, M.-H.; Théberge, I.; Zomahoun, H.T.V.; Dufresne, M.-P.; Pelletier. ; Brisson, J. Technologists’ Characteristics and Quality of Positioning in Daily Practice in a Canadian Breast Cancer Screening Program. Acad. Radiol. 2016, 23, 1359–1366. [Google Scholar] [CrossRef] [PubMed]
- Seitzman, R.L.; Pushkin, J.; A Berg, W. Radiologic Technologist and Radiologist Knowledge Gaps about Breast Density Revealed by an Online Continuing Education Course. J. Breast Imaging 2020, 2, 315–329. [Google Scholar] [CrossRef]
- Valverde, I.; Gomez, G.; Byrne, N.; Anwar, S.; Cerpa, M.A.S.; Talavera, M.M.; Pushparajah, K.; Forte, M.N.V. Criss-cross heart three-dimensional printed models in medical education: A multicenter study on their value as a supporting tool to conventional imaging. Anat. Sci. Educ. 2021, 15, 719–730. [Google Scholar] [CrossRef] [PubMed]
- Valverde, I.; Gomez, G.; Byrne, N.; Anwar, S.; Cerpa, M.A.S.; Talavera, M.M.; Pushparajah, K.; Forte, M.N.V. Criss-cross heart three-dimensional printed models in medical education: A multicenter study on their value as a supporting tool to conventional imaging. Anat. Sci. Educ. 2021, 15, 719–730. [Google Scholar] [CrossRef]
- Pagnucci, N.; Carnevale, F.A.; Bagnasco, A.; Tolotti, A.; Cadorin, L.; Sasso, L. A cross-sectional study of pedagogical strategies in nursing education: opportunities and constraints toward using effective pedagogy. BMC Med Educ. 2015, 15, 138. [Google Scholar] [CrossRef]
- N.H. Ghazali, A. N.H. Ghazali, A. Abd Manaf, G. Sulong, Review of watermarking techniques for medical images. Int. J. Appl. Eng. Res. 2015, 10, 4991–5003. [Google Scholar]
- Singh, K.U.; Abu-Hamatta, H.S.; Kumar, A.; Singhal, A.; Rashid, M.; Bashir, A.K. Secure Watermarking Scheme for Color DICOM Images in Telemedicine Applications. Comput. Mater. Contin. 2022, 70, 2525–2542. [Google Scholar] [CrossRef]



| I. | Previous experience. |
| 1 | Do you have previous experience with usage of modern digital technologies in the course of your training? ○ No. ○ Little. ○ Yes. |
| II | Experience, evaluation and self-evaluation. |
| 2 | According to you, what are the advantages of using the digital technologies compared with the analogue technologies (e.g. X-ray machines with a film)? |
| 3 | My experience from the current experiment with the phantom – breast model is useful. ○ Agree. ○ Rather agree. ○ Neither agree, nor disagree. ○ Rather disagree. ○ Disagree. |
| 4 | I coped well with my work with the phantom in the subject of X-ray devices. ○ Agree. ○ Rather agree. ○ Neither agree, nor disagree. ○ Rather disagree. ○ Disagree. |
| 5 | The use of modern methods based on the digital technologies in the training in X-ray devices is necessary. ○ Agree. ○ Rather agree. ○ Neither agree, nor disagree. ○ Rather disagree. ○ Disagree. |
| III | Instructor. |
| 6 | The attendance of the instructor during the work with the phantom made me worried. ○ Agree. ○ Rather agree. ○ Neither agree, nor disagree. ○ Rather disagree. ○ Disagree. |
| 7 | The instructor is sufficiently prepared in relation with the work with the printed model, based on the digital one. ○ Agree. ○ Rather agree. ○ Neither agree nor disagree. ○ Rather disagree. ○ Disagree. |
| IV | Use of digital technology in professional work of Radiologic technologists. |
| 8 | After graduation, I would introduce in my practice physical models based on digital models for quality control of x-ray machines. ○ Agree. ○ Rather agree. ○ Neither agree, nor disagree. ○ Rather disagree. ○ Disagree. |
| 9 | I would financially invest in physical models (e.g. a head model, a child’s hand, etc.) to use for optimization of X-ray protocols. ○ Agree. ○ Rather agree. ○ Neither agree, nor disagree. ○ Rather disagree. ○ Disagree. |
| V | Personal details. |
| 10 | Your gender: |
| 11 | Your age: |
| (Q9) I would financially invest in physical models. | (Q5) The use of modern methods based on the digital technologies in the training in X-ray devices is necessary. | Testχ2(p-value) | Corr. coeff.(p-value) | |||||
|---|---|---|---|---|---|---|---|---|
| Agree | Rather agree | Rather disagree | ||||||
| N | % | N | % | N | % | |||
| Agree | 35 | 78% | 2 | 33 | 0 | 0 | 22.77(0.001) | 0.39(0.004) |
| Rather agree | 8 | 18% | 0 | 0 | 0 | 0 | ||
| Neither agree, nor disagree | 1 | 2% | 1 | 17% | 1 | 100% | ||
| Rather disagree | 1 | 2% | 3 | 50% | 0 | 0 | ||
| Total | 45 | 6 | 1 | |||||
| (Q11) Age. | (Q6) The attendance of the instructor during the work with the phantom made me worried. | TestFisher(p-value) | Corr. coeff.(p-value) | |||||
|---|---|---|---|---|---|---|---|---|
| Agree | Rather disagree | Disagree | ||||||
| N | % | N | % | N | % | |||
| 18-24 | 1 | 50% | 1 | 33% | 40 | 85% | 10.65(0.031) | 0.33(0.016) |
| 25-30 | 1 | 50% | 2 | 67% | 4 | 9% | ||
| >30 | 0 | 0% | 0 | 0% | 3 | 6% | ||
| Total | 2 | 3 | 47 | |||||
| Answers from the Radiologic technologists’ students | Frequency |
|---|---|
| X-ray examinations are easily obtained and with better quality of images. | 34 |
| Better assimilation of educational material and understanding how X-ray devices work. | 7 |
| Optimised use of X-ray radiation. | 5 |
| Cost effective. | 5 |
| Better preparation for clinical work. | 4 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).