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Record W1932330001 · doi:10.3233/prm-2011-0162

Functional assessments in the future of NBPP

2011· article· en· W1932330001 on OpenAlexaff
Peter Rosenbaum

Bibliographic record

VenueJournal of Pediatric Rehabilitation Medicine · 2011
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsMcMaster University
Fundersnot available
KeywordsComputer scienceData scienceBusiness

Abstract

fetched live from OpenAlex

In the past 30 years there have been significant advances in the field of developmental disabilities. Some of these changes relate to new ways of thinking about chronic conditions in general, and have occurred outside of the field of developmental disability. They include, among many examples, an interest in patient-centered decision-making, such as asking patients to report their outcomes as they experience them (e.g., the PROMIS initiative, led by the NIH) (http://www.nihpromis.org/default.aspx). There has also been a growing focus on variations of the theme of ‘quality of life’ – be it related to health status (so-called ‘health-related quality of life’) or to what many people prefer to refer to as the ‘existential’ dimensions of people’s lives (a judgment about one’s life irrespective of health status) [8]. A third important development has been the World Health Organization’s framework for thinking about health and its impacts – the International Classification of Functioning, Disability and Health (the ICF) [12]. The ICF emphasizes function and people’s ‘participation’, colloquially referred to as ‘engagement in life’, as worthy goals for people to try to achieve. Among the consequences of this mode of thinking is that we have moved beyond the linear expectation that we will mechanically ‘diagnose-treat-fix’ an impairment. We now think more broadly in an attempt to apply our best biomedical knowledge and techniques in the service of helping people to achieve the best functional capacities possible, consistent with the realities of biomedical impairments that still often defy any cure, but can be accommodated. The field of cerebral palsy (CP) has seen a number of developments that have expanded our thinking about patients’ possibilities, and transformed how we counsel and intervene. One example involves the use of powered mobility aids that literally empower even severely motorically compromised young children to become relatively independent in their mobility, with consequential huge impacts on play, social development and language skills [1]. Reliable and valid classification systems have been created to categorize levels of gross motor function [6,7], manual abilities [2], and communication [4]. These, in turn, have allowed people to begin to think about tailoring interventions to address goals that are more accurately focused on achieving particular functional abilities and needs [5]. These developments have, we believe, been helpful to families and children, and also to front-line service providers. These approaches do not appear in any way to have inhibited the continuing search for a fuller understanding of the causal pathways and underlying biomedical impairments associated with CP, or the continual attempts to apply more effective and targeted biomedical interventions. The change that has occurred is, in this writer’s opinion, in the goals that are being identified and addressed. The emphasis on functional achievement and participation, in terms that meet individual and family goals, represents a major step forward.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.034
Threshold uncertainty score0.774

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.030
GPT teacher head0.313
Teacher spread0.283 · 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

Citations0
Published2011
Admission routes1
Has abstractyes

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