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Record W4411094071 · doi:10.1080/09593985.2025.2515476

The clinical reasoning in neurological physiotherapy: an exploratory qualitative study on the (dis)similarities between Bobath and non-Bobath therapists

2025· article· en· W4411094071 on OpenAlexaff
Sofia Marques, Julie Vaughan‐Graham, Rui Costa, Daniela Figueiredo

Bibliographic record

VenuePhysiotherapy Theory and Practice · 2025
Typearticle
Languageen
FieldMedicine
TopicClinical Reasoning and Diagnostic Skills
Canadian institutionsMcMaster UniversityUniversity of Toronto
FundersFundação para a Ciência e a Tecnologia
KeywordsPhysical medicine and rehabilitationPhysical therapyMedicinePsychology

Abstract

fetched live from OpenAlex

BACKGROUND: Clinical reasoning (CR) is a complex and dynamic process that relies on therapists' cognitive, metacognitive, psychomotor and affective skills. These abilities allow clinicians to synthesize patient information, apply reasoning strategies, and adapt interventions in response to evolving clinical presentations. Despite its critical role in physiotherapy, limited research has explored how neurological physiotherapists develop and apply CR. PURPOSE: To examine the CR processes of neurological physiotherapists with and without post-graduate Bobath education. METHODS: Thirty-two experienced neurological physiotherapists were purposefully selected to participate in the study. Participants worked in rehabilitation centers, hospitals, and private clinics. A qualitative interpretive description approach was employed, in which video-recorded treatment sessions, used for stimulated recall, were immediately followed by semi-structured interviews. The interviews were transcribed verbatim and served as the raw data for thematic analysis, employing deductive and inductive methods. RESULTS: The study included 32 physiotherapists. Participants worked in rehabilitation centers, hospitals, and private clinics. In the Bobath group (n = 16), four themes developed: (1) clinical practice guided by contemporary Bobath assumptions and principles; (2) the movement problem centers the CR; (3) reasoning: person-centered and multi-dimensional; and (4) influence of contextual factors. In the non-Bobath group (n = 16), the developed themes include: (1) clinical practice: an eclectic mix; (2) prioritizing independence; (3) reasoning: combination of provider-centered and person-centered; and (4) influence of contextual factors. CONCLUSION: This study highlights that CR is shaped by clinical, interpersonal, and contextual factors. Bobath-educated therapists demonstrated a movement-centered approach to their reasoning, while NBG's CR revolves around task-independence and exercise-oriented strategies. Further research is needed to explore these aspects of CR.

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)0.013
metaresearch head score (Gemma)0.028
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.514
Threshold uncertainty score0.980

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0130.028
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.070
GPT teacher head0.500
Teacher spread0.431 · 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.

Study designObservational
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

Citations4
Published2025
Admission routes1
Has abstractyes

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