MétaCan
Menu
Back to cohort

MM:5
Orientation and mobility – moving towards independence: the early years

2008· article· en· W1579962992 on OpenAlexaff
CA Matsuba, Matthew D. Graham

Bibliographic record

VenueDevelopmental Medicine & Child Neurology · 2008
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsSunny Hill Health Centre for ChildrenUniversity of British Columbia
Fundersnot available
KeywordsOrientation and MobilityOrientation (vector space)PsychologyVisual impairmentEarly childhoodChristian ministryDevelopmental psychologyCognitive psychologyComputer scienceHuman–computer interactionVisually impairedPolitical science

Abstract

fetched live from OpenAlex

Vision along with all the other senses, pulls together meaningful information about the environment, providing motivation to experience the world. However, children with visual impairment have limited opportunities to interact in their environment. This potentially leads to delays in concept development. Early orientation and mobility education provides strategies to overcome obstacles in the presence of limited vision. Orientation is being aware of where you are, where you want to go and how you want to get there. Mobility is moving from place to place. With support, children with visual impairment can develop these independent skills. Through this DVD, caregivers are given tools to support their child with visual impairment to explore their environment. The material highlights strategies to encourage early orientation and mobility skills by introducing early motor developmental progression from body positioning to walking, encouraging motor skills. In addition, common orientation and mobility skills such as; positional concepts, landmarks, trailing, body protection, guiding, push toys, and mobility cane, are provided. In response to community needs, this educational material was developed for families, early childhood developmental professionals, and therapists. The material is presented chronologically, focusing on the individual child's ability. By using real life examples, children with varying degrees of visual impairment demonstrate common strategies to explore their environment. After reviewing the material, caregivers will be better able to understand the importance of early orientation and mobility. Acknowledgements: Ministry of Children and Family, British Columbia BC Children's Hospital Foundation.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.210
Threshold uncertainty score0.702

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.2100.038

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 head0.037
GPT teacher head0.319
Teacher spread0.282 · 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 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
Published2008
Admission routes1
Has abstractyes

Explore more

Same venueDevelopmental Medicine & Child NeurologySame topicFamily and Disability Support ResearchFrench-language works237,207