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Record W4286741474 · doi:10.46692/9781447344582.007

Intellectual disability in Hong Kong: then and now

2019· other· en· W4286741474 on OpenAlexaboutno aff
Phyllis King Shui Wong

Bibliographic record

Venuenot available
Typeother
Languageen
FieldSocial Sciences
TopicHealthcare innovation and challenges
Canadian institutionsnot available
Fundersnot available
KeywordsIntellectual disabilityPsychologyPsychiatry

Abstract

fetched live from OpenAlex

Introduction This chapter explores policy and practice in Hong Kong, and their impact on people with intellectual disabilities and their families, in three phases: before the 1990s (‘Early developments’); pre- and post-resuming sovereignty over Hong Kong (‘The Golden Era’); and from the Millennium to the present (‘Divergence’). Before the 1990s: Early developments Laura's story I: A parent's experience Laura, the mother of a 43-year-old daughter with Down's Syndrome, said: “I still remember the moment, just after my labour, when I heard and learned from the dialogue among the medical staff in the delivery room that my daughter had Down's Syndrome; no one came up to me and informed me directly. I felt helpless and did not know where to seek help or get more information. Afterwards, no social worker came to me to give me any support or counselling. The hospital also did not follow up on my situation after we were discharged. I took some time to accept this news, and I had to seek information from other organisations on my own. The days were full of tears, as I recall.” (A scenario from the year 1974) Laura's experience reflects the general situation of families with a child with intellectual disability in the early 1970s. This period marked the beginning of the development of disability services (then conceived of as ‘rehabilitation services’) in Hong Kong. From the 1970s to the 1990s, the field was in a developmental phase in ideology, policy direction, service provision and people's understanding. Morninghill School was the first special school in Hong Kong for pupils with intellectual disability. It was established in 1964 by a group of parents. The school had one class, with four pupils: one each from the USA, Canada, Australia and Scotland. From 1968 the school was subsidised by the government and run by the Hong Kong Association for the Mentally Handicapped (now called Hong Chi Association) (Hong Chi Association, 2018). The enactment by the government of six-year compulsory education in 1971 and nine-year free and compulsory education in 1978 (Poon-McBrayer and Lian, 2002) gradually provided children with intellectual disability the opportunity of schooling.

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: Empirical
Teacher disagreement score0.577
Threshold uncertainty score0.851

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0020.002
Scholarly communication0.0030.003
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0110.001

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 head0.061
GPT teacher head0.374
Teacher spread0.314 · 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".

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Citations0
Published2019
Admission routes1
Has abstractyes

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