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Record W3139088431 · doi:10.1016/j.tipsro.2021.01.005

Exploring opportunities & pathways for advanced practice radiation therapy roles in the United States

2021· article· en· W3139088431 on OpenAlexaboutno aff
Samantha Skubish, Clodagh Starrs, Danielle McDonagh

Bibliographic record

VenueTechnical Innovations & Patient Support in Radiation Oncology · 2021
Typearticle
Languageen
FieldMedicine
TopicManagement of metastatic bone disease
Canadian institutionsnot available
Fundersnot available
KeywordsRadiation TherapistClinical PracticeMedicineScopusScope of practiceRadiation therapyMEDLINEFamily medicineHealth careInternal medicinePolitical science

Abstract

fetched live from OpenAlex

The evolution of practice of Radiation Therapy in the United States (U.S.) is inevitable. The scope of a radiation therapists role has progressed with advancing technology, implementation of special procedures and patient care requirements. Internationally, Canada, Australia and the United Kingdom have formalized this evolution through the Advanced Practice Radiation Therapist (APRT) role to provide new models of care, to meet growing demands in the practice of Radiation Oncology, to increase efficiency, decrease cost and retain skilled staff (Harnett et al., 2018; Society of Radiographers; Linden et al., 2019; Coleman et al., 2014) [1Harnett N, Bak Kate, Lockhart E, Ang M, Zychla L, Gutierrez E, et al. The Clinical Specialist Radiation Therapist (CSRT): A case study exploring the effectiveness of a new advanced practice role in Canada. J Med Radiat Sci 2018;65(2):86-96. doi: 10.1002/jmrs.281.Google Scholar, 2Society of Radiographers. 100 years edition https://www.sor.org/learning/document-library/consultant-radiographer-guidance-support-new-and-established-roles/advanced-clinical-practice.Google Scholar, 3Linden K. Renaud J. Zohr R. et al.Clinical specialist radiation therapist in palliative radiation therapy: Report of an orientation, training, and support program.J Med Imaging Radiat Sci. 2019; 50: 543-550Abstract Full Text Full Text PDF PubMed Scopus (7) Google Scholar, 4Coleman K. Jasperse M. Herst P. Yielder J. Establishing radiation therapy advanced practice in New Zealand.J Med Radiat Sci. 2014; 61: 38-44https://doi.org/10.1002/jmrs.33Crossref PubMed Scopus (14) Google Scholar]. Through evidence based practice, the APRT role has proven to provide benefits for multiple stakeholders including service-reconfiguration to reduce wait times, developing and retaining highly skilled radiation therapists, treatment review and most importantly improving patient care within much needed patient cohorts such as the palliative population (Duffton et al., 2019) [[5]Duffton A, Devlin L, Tsang Y, Mast M, Leech M, ESTRO RTTC. Advanced practice: an ESTRO RTTC position paper. Tech Innovat Patient Support Radiat Oncol 2019;10:16–19.Google Scholar]. The U.S. is no exception to requiring innovative care models and solutions to similar complex, care delivery challenges experienced internationally. The U.S. is experiencing an increase in demand for cancer services and a rapid rate of technological and treatment advancements. Under the current infrastructure, this has impacted the daily tasks of physicians; increasing workload, increasing the complexity of clinical decision making, increasing movement toward site specific subspecialty practice and pushing the scope of radiation therapists informally toward maximization, increased autonomy and a higher level of education and specialized skills (American Society of Clinical Oncology, 2016; ARRT, 2020; Vu et al., 2018) [6American Society of Clinical Oncology The state of cancer care in America, 2016: A report by the American society of clinical oncology.J Oncol Pract. 2016; 12: 339-383Crossref PubMed Scopus (89) Google Scholar, 7Education requirements primary - ARRT. Arrt.org. Accessed October 19, 2020. https://www.arrt.org/pages/earn-arrt-credentials/initial-requirements/primary-requirements/education-requirements-primary.Google Scholar, 8Vu C.C. Lanni T.B. Nandalur S.R. Trends in Medicare reimbursement and work relative value unit production in radiation oncology.J Am College Radiol: JACR. 2018; 15: 870-875Abstract Full Text Full Text PDF Scopus (15) Google Scholar].ObjectiveThe following reviews the current radiation therapy practice and professional landscape in the United States as it relates to advanced practice, exploring opportunities and challenges under the U.S. health care infrastructure. This broad analysis provides comparison to other countries and disciplines such as the Radiologist Assistant and Nurse Practitioner for potential pathways to establishing the role and describes current needs and value of the expanding scope of RT’s practicing in the U.S.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.923
Threshold uncertainty score0.683

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.257
GPT teacher head0.400
Teacher spread0.143 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations17
Published2021
Admission routes1
Has abstractyes

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