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Record W2050193385 · doi:10.3138/ptc.66.1.gee

A Great Oak in the Forest of Rehabilitation Has Fallen

2014· article· en· W2050193385 on OpenAlexaffvenue
Joan Walker, Marilyn MacKay-Lyons

Bibliographic record

VenuePhysiotherapy Canada · 2014
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsDalhousie University
Fundersnot available
KeywordsRehabilitationJavaPhysical medicine and rehabilitationComputer scienceMedicinePhysical therapyOperating system

Abstract

fetched live from OpenAlex

Imagine for a minute the physiotherapy profession bereft of leaders.Inevitably, our knowledge base would become stagnant, our professional advancement would halt, society's respect for our work would fade, and, ultimately, our profession would cease to exist.No one could argue, then, that leadership is not critical to physical therapy.But who are our leaders?People who assume positions of authority are often regarded as leaders, but managers, supervisors, and even practice ''leaders'' are not leaders by virtue of their rank, title, or position; that must be earned.Leadership is a democratic construct; people at all levels of our profession, from students to senior clinicians and academicians, can be, and are, leaders.One clear example of a consummate leader in our profession is Dr. Jacquelin Perry.Jacquelin, the only child of a clothing shop clerk and travelling salesman, was born on May 31, 1918, in Denver, Colorado, and died, at nearly 95 years of age, on March 11, 2013, in Los Angeles, California.After receiving a bachelor's degree in physical education from UCLA in 1940, she trained to become a physical therapist at the Walter Reed Army Hospital in Washington, DC.From 1941 through 1946 she served as a physical therapist in the US Army, treating patients with polio in Hot Springs, Arkansas.Although this period was particularly formative in terms of her life's work, Jacquelin yearned for more professional independence-to be in a position ''to make my own decisions.'' 1So she pursued medical train-

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.096
Threshold uncertainty score0.320

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0140.015
Scholarly communication0.0130.013
Open science0.0010.008
Research integrity0.0080.020
Insufficient payload (model declined to judge)0.0960.027

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 head0.009
GPT teacher head0.259
Teacher spread0.250 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

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Citations0
Published2014
Admission routes2
Has abstractyes

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