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Record W4223417055 · doi:10.1097/pep.0000000000000885

Chronicling Research and Practice Evolution in Pediatric Physical Therapy

2022· article· en· W4223417055 on OpenAlexaff

Bibliographic record

VenuePediatric Physical Therapy · 2022
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsWestern University
Fundersnot available
KeywordsMEDLINEAlternative medicineClinical Practice

Abstract

fetched live from OpenAlex

PURPOSE: To observe research and practice trends in the journal, Pediatric Physical Therapy, as a proxy for the field. METHODS: All issues of Pediatric Physical Therapy published from 1989 to 2019 were chronicled and summarized. Data were extracted regarding variables related to the issues and individual articles. RESULTS: The most common diagnosis studied was cerebral palsy. The proportion of studies involving middle childhood and adolescent-aged participants increased over time. Cohort studies and exercise were the most common study type and intervention studied, respectively. The proportion of scientific content in the journal increased. CONCLUSION: It is evident that pediatric physical therapy research has evolved over the past 30 years, both in rigor of articles published and in breadth of populations studied. WHAT THIS ADDS TO THE EVIDENCE: This review adds an in-depth evaluation of trends in the literature, facilitating the profession's continued growth.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.172
Threshold uncertainty score0.786

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.065
GPT teacher head0.388
Teacher spread0.323 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations1
Published2022
Admission routes1
Has abstractyes

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