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Record W4283259589 · doi:10.5539/ibr.v15n7p73

Investigation and Analysis of the Key Success Factors for Visually Impaired Life Reconstruction-Take Taiwan as an Example

2022· article· en· W4283259589 on OpenAlexvenueno aff
Hsuan-Yu Marcus Pan, Chen Tsung Wu

Bibliographic record

VenueInternational Business Research · 2022
Typearticle
Languageen
FieldNeuroscience
TopicTactile and Sensory Interactions
Canadian institutionsnot available
Fundersnot available
KeywordsVisually impairedPsychologyPlan (archaeology)Resource (disambiguation)Government (linguistics)PedagogyMedical educationApplied psychologyComputer scienceMedicine

Abstract

fetched live from OpenAlex

The visually impaired should return to society as soon as possible and reduce various negative impacts on their lives, as well as achieve independent living, employment, and other goals, the training of various skills for the visually impaired is particularly important. The main purpose of this research is to find out the key success factors in the teaching of the visually impaired, to achieve the highest goal of assisting the visually impaired in the reconstruction of their lives. The research conducted interviews with professional teachers of the visually impaired in the form of expert questionnaires, focusing on the organization’s business environment, business team philosophy and capabilities, students’ physical characteristics and learning motivation, teaching environment, and management team concepts, and internal processes. A total of 35 questions in 5 facets were discussed in-depth, and the results found 5 questions including government policy support, resource development network connection ability, student learning motivation, professional/teacher education training and motivation, and the ability to plan course activities. The items were deemed important and necessary by all experts. This shows that the current society for the teaching of the visually impaired still needs to invest more social resources. The survey questionnaire, it is found that the systematic establishment of teaching model for the reconstruction of the visually impaired requires many links to complement each other. It is not achieved overnight from the development of teachers, the psychological factors of the visually impaired, even to the learning motivation.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.015
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.209
GPT teacher head0.400
Teacher spread0.191 · 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 designQualitative
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
Published2022
Admission routes1
Has abstractyes

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