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Record W2125983962 · doi:10.3109/09593985.2012.676941

Physiotherapy as bricolage: Theorizing expert practice

2012· article· en· W2125983962 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenuePhysiotherapy Theory and Practice · 2012
Typearticle
Languageen
FieldMedicine
TopicClinical Reasoning and Diagnostic Skills
Canadian institutionsWestern University
Fundersnot available
KeywordsSituatedBricolageClinical PracticeTacit knowledgeRelation (database)EpistemologyPsychologyMedicinePhysical therapyKnowledge managementComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Theories about how knowledge is sought and applied in clinical practice are often referred to as practice epistemologies, and have not been extensively explored in the physiotherapy profession. Tacit assumptions about what counts as physiotherapy knowledge thus form the basis for many approaches to gaining and using information in practice. The purpose of this paper is to propose a physiotherapy practice epistemology, through the notion of the bricoleur, which takes an alternative approach to understanding how knowledge might best be viewed in relation to physiotherapy. The term bricoleur refers to a handyman or handywoman who uses all tools and types of knowledge available. The notion of physiotherapists as bricoleurs recognizes that all practice knowledge is situated within social, cultural, and historical contexts that shape our beliefs about what counts as physiotherapy knowledge. This recognition leads physiotherapists who act as bricoleurs to embrace multiple epistemologies, discovering new ways of knowing and clinical reasoning strategies to provide a more holistic approach to physiotherapy practice. The relationships between expertise in clinical reasoning and the epistemology of the bricoleur are then addressed, explicating the utility of multiple epistemologies in achieving excellent physiotherapy care. A bricoleur's epistemology is then applied to the concept of expertise in physiotherapy, de-stabilizing the notion that a single authoritative approach to the practice of physiotherapy ought to be idealized.

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)0.004
metaresearch head score (Gemma)0.069
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.926
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.069
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.024
GPT teacher head0.438
Teacher spread0.414 · 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