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Record W3000549760 · doi:10.5539/jel.v9n1p196

Application of Learning Mobility Orientation on Social Skill of Blind Children

2020· article· en· W3000549760 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Education and Learning · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicChild Development and Education
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyOrientation and MobilityAdaptation (eye)Social skillsDevelopmental psychologySocial environmentIndependence (probability theory)Social psychologySocial changeSubject (documents)Applied psychologyVisually impairedSociology

Abstract

fetched live from OpenAlex

Visually impaired children within aged of 7–8 years old often face problems dealing with the adaptation in the environment. They have very low social skill and turn into dependence on their parents. Further, they need developing their self-confidence towards social skills. Mobility orientation, learning was one of the learning strategies that aimed to improve their social behavior in the environment. The purpose of this study was to develop the social skills of blind children in interacting with the environment and peers. This study involved a single subject research method (SSR) with A-B-A design. The subject of the study consisted of 3 blind children within 7–8 years old. The results showed that there was a significant improving in their social skills and independence during their daily lives. The female children tended to have some difficulties during the school activities compare with the male children. The family’s involvement is important to be used for helping them during the learning adaptation process with the environment. In short, the social skill development really matters for the blind children as they can imagine what kind of places where they are.

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)0.001
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 score0.368
Threshold uncertainty score0.195

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.025
GPT teacher head0.353
Teacher spread0.328 · 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