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Record W2580225835 · doi:10.1177/1363459316688519

Objecting: Multiplicity and the practice of physiotherapy

2017· article· en· W2580225835 on OpenAlex
Jenny Setchell, David Nicholls, Barbara E. Gibson

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

VenueHealth An Interdisciplinary Journal for the Social Study of Health Illness and Medicine · 2017
Typearticle
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsUniversity of Toronto
FundersAuckland University of Technology, New Zealand
KeywordsRehabilitationMultiplicity (mathematics)Health careConstruct (python library)Physical therapyObject (grammar)PsychologyMedicineNursingSociologyPhysical medicine and rehabilitationComputer sciencePolitical scienceArtificial intelligenceMathematics

Abstract

fetched live from OpenAlex

Drawing from Annemarie Mol's conceptulisation of multiplicity, we explore how health care practices enact their object(s), using physiotherapy as our example. Our concern is particularly to mobilise ways of practicing or doing physiotherapy that are largely under-theorised, unexamined or marginalised. This approach explores those actions that reside in the interstitial spaces around, beneath and beyond the limits of established practices. Using Mol's understanding of multiplicity as a theoretical and methodological driver, we argue that physiotherapy in practice often subverts the ubiquitous reductive discourses of biomedicine. Physiotherapy thus enacts multiple objects that it then works to suppress. We argue that highlighting multiplicities opens up physiotherapy as a space which can broaden the objects of practice and resist the kinds of closure that have become emblematic of contemporary physiotherapy practice. Using an exemplar from a rehabilitation setting, we explore how physiotherapists construct their object(s) and consider how multiplicity informs an otherwise physiotherapy that has broader implications for health care and rehabilitation.

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)0.014
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.198
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0140.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0530.001
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 head0.200
GPT teacher head0.586
Teacher spread0.385 · 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