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Record W4401334839 · doi:10.47197/retos.v59.106904

Research trends in manual therapy: a bibliometric review of the last 10 years

2024· review· en· W4401334839 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRetos · 2024
Typereview
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)ScopusPublishingBodyworkBibliometricsLibrary scienceOriginal researchPolitical scienceMedicineMEDLINEGeographyAlternative medicineComputer sciencePathology

Abstract

fetched live from OpenAlex

Manual therapy (MT) is a dynamic entity progressing rapidly. The current trend stimulates a direction toward higher specificity in the research. This is the first bibliometric review to identify the trends in MT in the last ten years (till 2023). The Scopus database was selected to retrieve the bibliographic records. Biblioshiny (Bibliometrix), PowerBI, MS Excel, and MS Access were used to visualize and analyze the results. 1208 relevant studies were included in the analysis. Publishing has a rising character. The four-author articles are the most common, while only 68 are single-author studies. In 2021, the highest number of publications (n=178) was published. The Journal of Bodywork and Movement Therapies has published the highest number of publications (75). The USA is the most prolific country in publishing (361 studies) and total citations (4869). Universidad Rey Juan Carlos (Spain) is the most productive and cited institution. Fernández-De-Las-Peñas C. is the most productive, and Mark D. Bishop is the most cited author. The USA, Australia, Canada, and European countries have the most frequent collaborations. MT was the most common research focus from 2017 to 2019. The topics of exercise therapy, musculoskeletal therapy, physical therapy, and physiotherapy have been the focus of research in the context of MT lately. The present study reported the research-related trends in MT applying bibliometric methods and identified the most productive countries, institutions, and researchers over the past decade. These findings are intended to assist the researchers in better orientation in the research field and to specify the trends for future research studies. Keywords: Manual therapy; physiotherapy; research trends; bibliometrics; thematic evolution; research collaboration

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.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesBibliometrics
Consensus categoriesBibliometrics
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.726
Threshold uncertainty score0.982

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0290.114
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.119
GPT teacher head0.485
Teacher spread0.366 · 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