MétaCan
Menu
Back to cohort
Record W4411138195 · doi:10.54517/jelp3714

From rehabilitation to prevention: The evolving role of physical therapy in healthcare policy transformation and health equity—A systematic review based on South Korea’s development experience

2025· article· en· W4411138195 on OpenAlexvenueno aff
Mingyue Hu, Qi Tian, Tae‐Ho Kim

Bibliographic record

VenueJournal of Environmental Law & Policy · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDelphi Technique in Research
Canadian institutionsnot available
Fundersnot available
KeywordsRehabilitationEquity (law)Health careHealthcare policyMedicineEconomic growthPolitical scienceHealth policyBusinessPhysical therapyHealth care reformEconomics

Abstract

fetched live from OpenAlex

<p class="MsoNormal" style="line-height: 120%; layout-grid-mode: char; mso-layout-grid-align: none; margin: 12.0pt 0cm 6.0pt 0cm;"><span lang="EN-US" style="font-size: 10.0pt; mso-bidi-font-size: 10.5pt; line-height: 120%; font-family: 'Times New Roman',serif;">With the rise of the global concept of green healthcare, the role of physical therapy in transforming healthcare policies has been further extended to the fields of resource conservation and environmental sustainability. Using a systematic literature review methodology and taking South Korea as a representative case, it systematically analyzes how physical therapy, through non-pharmacological interventions, preventive services, and the application of digital technologies. It found that physical therapy can significantly reduce the consumption of medical resources, decrease the generation of medical waste, and improve service efficiency. It also explores the evolution of laws of physical therapy in terms of policy frameworks, educational approaches, and service delivery models. The research shows that South Korea has made physical therapy the core carrier of environmentally friendly medical interventions by integrating green technologies, optimizing service processes, and reconstructing the primary service network. Thus, it promotes the innovation of healthcare policies towards low-carbon and high-efficiency directions. Driven by the continuous evolution of healthcare policies, physical therapy has transformed from a tool for postoperative rehabilitation into the main body of data-based and legalized public health interventions, participating in health governance, and achieving quantifiable results, and cost-effectiveness in aspects such as accessibility, user awareness, fairness, and effectiveness. These reform practices provide a law-based governance paradigm for global health policy transformation, offering empirical references for countries to optimize healthcare governance frameworks through institutional innovation. Particularly in critical areas such as health equity, well-being in aging populations, and integrated community care, physical therapy demonstrates substantial structural institutional value. This paper recommends that, during healthcare policy transitions, countries should strengthen the institutional integration of physical therapy from multiple dimensions, including legal frameworks, financial support, and professional training, to enhance system resilience and promote comprehensive health and well-being.</span></p>

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.439
Threshold uncertainty score0.703

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.055
GPT teacher head0.462
Teacher spread0.407 · 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 designQualitative
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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Environmental Law & PolicySame topicDelphi Technique in ResearchFrench-language works237,207