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An Y, Fang Q, Wang L. Enhancing patient education in cancer care: Intelligent cancer patient education model for effective communication. Comput Biol Med 2024; 169:107874. [PMID: 38157775 DOI: 10.1016/j.compbiomed.2023.107874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 11/30/2023] [Accepted: 12/18/2023] [Indexed: 01/03/2024]
Abstract
BACKGROUND The incidence of cancer is on the rise annually, whereas there exists a significant deficit of healthcare personnel. Inadequate communication between healthcare providers and patients may result in adverse emotional outcomes for the latter and interfere with their treatment progress. A viable solution to alleviate patient distress involves utilizing text generation models as an efficacious tool for delivering patient education. MATERIALS AND METHODS In this study, we proposed an intelligent cancer patient education model (ICPEM) based on the pre-trained T5 model. Meanwhile, we presented a new method for optimizing the model's comprehension of the patient's intent through simulating the inquiries that the patient may ask. The datasets used include a doctor and patient dialogue dataset and a cancer patient education scenario dataset. After prompt-tuning, the model is capable of educating patients through four major aspects including medical examination, health care, radiotherapy, chemotherapy. RESULTS We conducted a comprehensive evaluation of the model by employing both automated and manual metrics. Our findings indicate that the responses generated by the model effectively catered to the requirements of patient education. Furthermore, our visualization analysis demonstrated the model's proficiency in processing sentences that are prone to confusion while maintaining a robust comprehension of human intent. Finally, several shortcomings of the model are presented, such as the inadequate amount of knowledge and the limited range of responses. CONCLUSION We proposed a method for training and deploying medical language models in a low-resource environment. The proposed model facilitated the comprehension of cancer patients' intentions, resulting in suitable responses, which promotes effective patient-provider communication.
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Affiliation(s)
- Yifei An
- Artificial Intelligence Laboratory, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, 250117, China
| | - Qihuan Fang
- Department of Radiology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, 250117, China
| | - Linlin Wang
- Artificial Intelligence Laboratory, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, 250117, China; Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, 250117, China.
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Li W, Hill C, Cashell A, Hindle D, Feuz C, Rosewall T. Could knowledge of patient demographics facilitate a personalized approach to radiation therapy patient education? J Med Imaging Radiat Sci 2022; 53:41-50. [DOI: 10.1016/j.jmir.2021.12.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 12/09/2021] [Accepted: 12/15/2021] [Indexed: 12/20/2022]
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Arden JD, Rutka E, Ye H, Robertson JM. A Personalized Patient Teaching Session at the Time of Radiation Simulation May Improve Patient Satisfaction Scores. Adv Radiat Oncol 2020; 6:100570. [PMID: 33553809 PMCID: PMC7848435 DOI: 10.1016/j.adro.2020.09.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 09/03/2020] [Accepted: 09/15/2020] [Indexed: 10/30/2022] Open
Abstract
Purpose Radiation therapy simulation is an excellent time for patient education. We implemented a comprehensive personalized patient experience-focused (PX) teaching session at the time of simulation and assessed its effect using patient satisfaction scores. Methods and Materials From February 2016 to June 2018, a single PX-trained radiation therapy therapist met patients at simulation to address and resolve all treatment-related questions. Results from a Centers for Medicare & Medicaid Services approved voluntary patient satisfaction tool were used to assess the effect of this intervention, using tools the patients received during the on-treatment period. Scores from patients contacted by the PX therapist were compared with those of noncontacted patients. Results For the survey, 1369 patients were contacted (median contact duration, 23 minutes; range, 0-117). Of 732 surveys submitted during this time, 98 were from on-treatment patients (69 contacted, 29 not contacted). The majority of contacted patients and survey responders were women (64% and 62%, respectively), patients with breast cancer (38%, 41%), and patients who had received curative therapy (82%, 69%). Scores from contacted patients were significantly higher for 10 of the 17 questions (registration helpfulness, P = .03; registration wait time, P = .048; facility way finding, P = .03; facility cleanliness, P = .01; treatment staff skill, P = .03; treatment staff concern for questions, P = .003; response to concerns, P = .01; staff worked together, P = .01; overall rating of care, P = .01; and likelihood of recommending care, P = .04) and 4 of the 5 domains (registration, P = .04; facility, P = .03; personal issues, P = .02; overall assessment, P = .002). Conclusions Contact by a PX therapist was associated with higher patient satisfaction scores, including areas specifically addressed by the PX teaching session (concerns for questions, response to concerns) as well as other areas (cleanliness, registration wait time).
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Affiliation(s)
- Jessica D Arden
- Department of Radiation Oncology, Beaumont Health System, Royal Oak, Michigan
| | - Elizabeth Rutka
- Department of Radiation Oncology, Beaumont Health System, Royal Oak, Michigan
| | - Hong Ye
- Department of Radiation Oncology, Beaumont Health System, Royal Oak, Michigan
| | - John M Robertson
- Department of Radiation Oncology, Beaumont Health System, Royal Oak, Michigan
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Bacher H, Schweyen R, Kuhnt T, Leplow B, Hey J. Use of a Patient Information Leaflet on Oro-Dental Care During Radiotherapy. Patient Prefer Adherence 2020; 14:1751-1759. [PMID: 33061317 PMCID: PMC7532906 DOI: 10.2147/ppa.s262471] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 07/21/2020] [Indexed: 11/23/2022] Open
Abstract
PURPOSE A patient information leaflet (PIL) on oral and dental care during radiotherapy was tested whether and at which time during therapy it would be helpful to increase the knowledge about the therapy and the resulting side effects and the management of these. Additionally, the participants' subjective perception of being well informed about the topic was examined. PARTICIPANTS AND METHODS Surveys were conducted in August 2018-April 2019, at the University Hospitals Halle and Leipzig (Germany). The study population consisted of patients who were treated with radiotherapy in the head and neck region. Half of them received access to the PIL. The survey was conducted with three different versions of a printout questionnaire, which covered the relevant topics at three different times of therapy. The time the participants were surveyed depended on the time of their first therapy appointment. The items of the questionnaires tested their concrete knowledge and assessed the subjective perception of the level of information received. RESULTS Of the 81 participants who received the PIL, 93.8% read it and 92.1% of them considered it helpful. The sample comprised 181 participants aged 32 to 85 years (M = 62.9), of which 135 were males, 42 were females, and 4 were unspecified. Evaluation showed a difference of 4.7%; 18.5%; and 13.6% in correct answers between subjects with and without access to the PIL before, during, and after the therapy, respectively. The assessment of the participants' personal information level was independent of their access to the PIL (chi-squared test, p = 0.89). CONCLUSION Having access to the PIL increased participants' ability to answer the questionnaires correctly. Access to the PIL had no influence on the subjective feeling of being well informed.
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Affiliation(s)
- Helene Bacher
- Department of Dental Prosthetics, University Hospital Halle/Saale, Halle (Saale), Germany
| | - Ramona Schweyen
- Department of Dental Prosthetics, University Hospital Halle/Saale, Halle (Saale), Germany
| | - Thomas Kuhnt
- Clinic for Radiotherapy, University Hospital Leipzig, Leipzig, Germany
| | - Bernd Leplow
- Institute of Psychology, Institute for Therapy and Health Research (IFT-Nord), Martin Luther University Halle-Wittenberg, Halle/Saale, Germany
| | - Jeremias Hey
- Department of Dental Prosthetics, University Hospital Halle/Saale, Halle (Saale), Germany
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Halkett GK, Merchant S, Smith SK, O’Connor M, Jefford M, Aranda S, Schofield P. Supporting and preparing patients for radiotherapy: Patients’ and radiation therapists’ perspectives on their one‐to‐one consultations. Eur J Cancer Care (Engl) 2020; 29:e13284. [DOI: 10.1111/ecc.13284] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 05/16/2020] [Accepted: 06/10/2020] [Indexed: 12/15/2022]
Affiliation(s)
- Georgia K.B. Halkett
- School of Nursing, Midwifery and Paramedicine Faculty of Health Sciences Curtin University Perth WA Australia
| | - Susan Merchant
- School of Nursing, Midwifery and Paramedicine Faculty of Health Sciences Curtin University Perth WA Australia
- Department of Radiation Oncology Royal Adelaide Hospital Adelaide SA Australia
| | - Sian K. Smith
- Psychosocial Research Group Prince of Wales Clinical School Faculty of Medicine UNSW Sydney Sydney NSW Australia
- Bath Centre for Healthcare Innovation and Improvement Information, Decisions and Operations School of Management University of Bath Somerset UK
| | - Moira O’Connor
- School of Psychology Faculty of Health Sciences Curtin University Perth WA Australia
| | - Michael Jefford
- Department of Cancer Experiences Research Peter MacCallum Cancer Centre Melbourne Vic. Australia
- Sir Peter MacCallum Department of Oncology The University of Melbourne Melbourne Vic. Australia
| | - Sanchia Aranda
- Cancer Council Australia Sydney NSW Australia
- Department of Nursing The University of Melbourne Melbourne Vic. Australia
| | - Penelope Schofield
- Department of Cancer Experiences Research Peter MacCallum Cancer Centre Melbourne Vic. Australia
- Sir Peter MacCallum Department of Oncology The University of Melbourne Melbourne Vic. Australia
- Department of Psychology Swinburne University of Technology Hawthorn Vic. Australia
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Grilo AM, Vieira L, Carolino E, Costa M, Galaio S, Melo I, Geão A, Santos A, Colarinha P. Cancer Patient Experience in a Nuclear Medicine Department: Comparison Between Bone Scintigraphy and 18F-FDG PET/CT. J Nucl Med Technol 2020; 48:254-262. [PMID: 32518119 DOI: 10.2967/jnmt.119.239285] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Accepted: 04/16/2020] [Indexed: 12/23/2022] Open
Abstract
Our objective was to assess the anxiety level in cancer patients undergoing nuclear medicine exams and to identify how professionals can improve patient experience. Methods: In total, 94 patients undergoing 99mTc-hydroxymethylene diphosphonate (99mTc-HDP) bone scintigraphy (BS) or 18F-FDG PET/CT completed 2 scan-experience questionnaires and the Spielberger State Anxiety Inventory (STAI-S) before the scan and after image acquisition. Results: Before the exam, the mean anxiety levels were higher for the 99mTc-HDP BS group than for the 18F-FDG PET/CT group. After the exam, the opposite was true. Both groups experienced a reduction in anxiety after the scan (prescan score, 51.75 for 99mTc-HDP BS and 44.67 for 18F-FDG PET/CT; postscan score, 36.70 for 99mTc-HDP BS and 38.82 for 18F-FDG PET/CT). The greatest anxiety factor for the 99mTc-HDP BS group was the duration of the exam (mean ± SD, 5.34 ± 2.08), whereas for the 18F-FDG PET/CT group it was the result (5.40 ± 1.80). Conclusion: Patients undergoing nuclear medicine exams in an oncologic context had significant anxiety levels before and after their scans. However, 99mTc-HDP BS and 18F-FDG PET/CT had different triggers. It is of extreme importance that health-care professionals be aware of these peculiarities and adjust their procedures accordingly.
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Affiliation(s)
- Ana M Grilo
- H&TRC-Health & Technology Research Center, ESTeSL-Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Lisbon, Portugal .,CICPsi-Research Center for Psychological Science, Faculty of Psychology, University of Lisbon, Portugal
| | - Lina Vieira
- H&TRC-Health & Technology Research Center, ESTeSL-Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Lisbon, Portugal.,CIMOSM, ISEL-Centro de Investigação em Modelação e Optimização de Sistemas multifuncionais, Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Lisbon, Portugal
| | - Elisabete Carolino
- H&TRC-Health & Technology Research Center, ESTeSL-Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Lisbon, Portugal
| | - Melissa Costa
- Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Lisbon, Portugal; and
| | - Salomé Galaio
- Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Lisbon, Portugal; and
| | - Inês Melo
- Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Lisbon, Portugal; and
| | - Ana Geão
- Serviço de Medicina Nuclear, Hospital CUF Descobertas, Lisbon, Portugal
| | - Andrea Santos
- Serviço de Medicina Nuclear, Hospital CUF Descobertas, Lisbon, Portugal
| | - Paula Colarinha
- Serviço de Medicina Nuclear, Hospital CUF Descobertas, Lisbon, Portugal
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Arya R, Ichikawa T, Callender B, Schultz O, DePablo M, Novak K, Li S, Shenoy A, Everman A, Braunstein S, Dec I, Lala S, Feng Y, Biltz L, McCall AR, Golden DW. Communicating the External Beam Radiation Experience (CEBRE): Perceived Benefits of a Graphic Narrative Patient Education Tool. Pract Radiat Oncol 2019; 10:e219-e226. [PMID: 31520767 DOI: 10.1016/j.prro.2019.09.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Revised: 08/15/2019] [Accepted: 09/04/2019] [Indexed: 11/26/2022]
Abstract
PURPOSE Current radiation oncology patient education materials exceed national readability recommendations. A graphic narrative educational tool, the Communicating the External Beam Radiation Experience (CEBRE) discussion guide, was developed to facilitate patient-provider communication. A pilot study evaluated perceived benefits of CEBRE for patients and physicians. METHODS AND MATERIALS CEBRE was designed through a collaboration between physicians and designers. Designers interviewed patients, family members, and the clinical team. Interviews were coded for themes, leading to the design principles that drove the design of CEBRE, including a graphic narrative component. CEBRE explains the radiation therapy care path. Readability was measured using the Flesch-Kincaid test. Patients receiving radiation therapy or in follow-up and practicing radiation oncologists reviewed CEBRE and completed independent surveys. Each survey included modified versions of the Systems Usability Score (SUS) and Spielberger State-Trait Anxiety Inventory (STAI) short form, along with questions unique to CEBRE. Likert-type scores are reported as median (interquartile range). RESULTS CEBRE scores at a 5.4 Flesch-Kincaid grade level. Thirty-four patients and 15 radiation oncologists completed surveys. Patients had completed a high school/general equivalency degree (18%), a 2-year degree or some college (50%), or at least 4 years of college (32%). Patient and physician responses were concordant. On a scale of 1 to 5 for modified SUS and 1 to 4 for modified STAI ("strongly disagree" to "strongly agree") the SUS scores were 4 (4-5) and 4 (4-5) and STAI scores were 3 (3-4) and 3 (3-3.5) for patients and providers, respectively. This indicates CEBRE is usable and would decrease anxiety. Compared with text, the graphic narrative component of CEBRE was rated as "quite helpful" (4 [4-5]). CONCLUSIONS CEBRE, a graphic narrative education tool developed through a novel collaboration between designers and radiation therapy stakeholders, is accessible for patients and practical to facilitate patient-provider discussion. Perceived benefits demonstrating high usability and the potential to decrease patient anxiety warrant further prospective investigation of CEBRE in the clinical setting.
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Affiliation(s)
- Ritu Arya
- Department of Radiation and Cellular Oncology, University of Chicago, Chicago, Illinois
| | - Tomoko Ichikawa
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Brian Callender
- Department of Medicine, University of Chicago, Chicago, Illinois
| | - Olivia Schultz
- Pritzker School of Medicine, University of Chicago, Chicago, Illinois
| | | | - Kira Novak
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Shanyanyan Li
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Apoorva Shenoy
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Andrea Everman
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Sarah Braunstein
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Isabel Dec
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Sonia Lala
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Yachu Feng
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Laura Biltz
- Institute of Design, Illinois Institute of Technology, Chicago, Illinois
| | - Anne R McCall
- Department of Radiation and Cellular Oncology, University of Chicago, Chicago, Illinois
| | - Daniel W Golden
- Department of Radiation and Cellular Oncology, University of Chicago, Chicago, Illinois.
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Grilo AM, Gomes AI, Monsanto F, Albino D, Augusto C, Pragana C. First day of radiotherapy for women with breast cancer: predictors of anxiety. Support Care Cancer 2019; 28:1241-1248. [PMID: 31227988 DOI: 10.1007/s00520-019-04902-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Accepted: 05/31/2019] [Indexed: 10/26/2022]
Abstract
PURPOSE Radiotherapy treatment may generate anxiety, especially on the first day of treatment. This study aimed to identify potential predictors of radiotherapy-related anxiety in women with breast cancer before treatment initiation, in terms of treatment concerns and trait anxiety. METHODS This transversal study included 94 patients from one Radiation Oncology Department, who had been diagnosed with primary breast cancer and who had been prescribed external radiotherapy for the first time. Patients completed a Treatment Concerns Questionnaire and the State-Trait Anxiety Inventory (STAI) before the first treatment session. RESULTS Women identified radiation involved in the procedure and treatment efficacy as major concerns surrounding radiotherapy. No significant differences were found between patients with higher and lower state anxiety scores, or by age, level of education, cancer treatment protocol used, prior information given about treatment, or report of doubts before treatment initiation. In the final model, the combination of trait anxiety (49.1% of the total variance) with two treatment-related concerns, regarding radiation and the duration of treatment (plus 10.8% of the total variance), significantly predicted treatment-related anxiety experienced on the first day of treatment. CONCLUSION Our findings highlight the need to identify women with moderate or higher levels of trait anxiety before radiotherapy initiation and to provide them with a more approach to personalized care, adjusted to their specific concerns and susceptibility to anxious reactions. Effective education sessions involving the discussion of specific treatment concerns, and anxiety coping strategies training should be developed and applied in initial interactions with breast cancer patients.
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Affiliation(s)
- Ana M Grilo
- ESTeSL - Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Av. D. João II, lote 4.69.01, Parque das Nações, 1990-096, Lisbon, Portugal. .,CICPSI, Faculdade de Psicologia, Universidade de Lisboa, Alameda da Universidade, 1649-013, Lisbon, Portugal.
| | - Ana I Gomes
- ESTeSL - Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Av. D. João II, lote 4.69.01, Parque das Nações, 1990-096, Lisbon, Portugal.,CICPSI, Faculdade de Psicologia, Universidade de Lisboa, Alameda da Universidade, 1649-013, Lisbon, Portugal
| | - Fátima Monsanto
- H&TRC- Centro de Investigação em Saúde e Tecnologia, ESTeSL - Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Av. D. João II, lote 4.69.01, Parque das Nações, 1990-096, Lisbon, Portugal
| | - Daniel Albino
- ESTeSL - Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Av. D. João II, lote 4.69.01, Parque das Nações, 1990-096, Lisbon, Portugal
| | - Cláudio Augusto
- ESTeSL - Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, Av. D. João II, lote 4.69.01, Parque das Nações, 1990-096, Lisbon, Portugal
| | - Catarina Pragana
- Unidade de Radioterapia, Hospital CUF Descobertas, R. Mário Botas, Parque das Nações, 1998-018, Lisbon, Portugal
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