MétaCan
Menu
Back to cohort

A Discussion of the Treatment of People with an Intellectual Disability Across Healthcare and the Modernization of Learning Disability Nursing

2015· article· en· W1578034961 on OpenAlexvenueno aff
Pamela Inglis, Hazel Powell, Angela Ridley, Sheila McQueen

Bibliographic record

VenueJournal of Intellectual Disability - Diagnosis and Treatment · 2015
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsnot available
Fundersnot available
KeywordsIntellectual disabilityModernization theoryLearning disabilityHealth carePsychologyNursingMedicinePsychiatryEconomic growthEconomics

Abstract

fetched live from OpenAlex

Aims: A discussion of the treatment of people with an intellectual disability across healthcare and the modernisation of learning disability nursing. Background: Health inequalities are at the forefront of the collective mind of healthcare professionals and politicians, this paper explores why people with an intellectual disability have more health issues, die earlier and sometimes receive poor care, leading to unnecessary suffering and importantly, how this may change. Learning disability nursing has long been viewed as different and less valued, probably due to dual stigmatisation, or lack of understanding of specialist knowledge and skills required. This essential field of nursing is becoming a rare resource in our battle against health inequalities, yet internationally it is becoming recognised as crucial. Design: Discussion Paper. Data Sources: Literature and policy (1971 – 2012). Implications for Nursing: All nurses need to recognise their role in meeting the health care needs of people with an intellectual disability. Health care managers and commissioners should value the unique contribution of learning disability nurse in addressing health inequalities. Conclusion: Learning disabled people, their carers and professionals view the role of the learning disability nurse as central for effectively identifying and meeting health needs, reducing inequalities and barriers, supporting decisions around capacity, consent, best interests and advising and educating professionals. Recommendations for commissioning, nursing and services are made. Summary Statement: Why is this discussion paper needed? People with an intellectual disability have shorter life-spans and receive poor healthcare because of the barriers to good health developed in societies constructed by and for people without a disability. Internationally, the need for learning disability nurses, with their specific knowledge and skills, is being recognised in the battle against early and unnecessary deaths because of discrimination and health inequalities. Learning disability nurses and ‘Strengthening the Commitment’ lead on improving healthcare for learning disabled people and this paper raises the profile of this important health issue. What are the key findings? This discussion paper explores how most of the poor health experienced by people with an intellectual disability is about discriminating healthcare provision and crucially, not because the person has a disability. People with an intellectual disability have greater health needs than others and despite this, nonspecific health professionals often have scant understanding of their disability and health needs. Learning disability nursing as a vital resource has in recent years seen posts reducing in the NHS, with actual and commissioned numbers of registered learning disability nurses dropping. How should the findings be used to influence policy/practice/education/research? People with an intellectual disability and nonspecific staff often feel they are inadequately educated and lack appropriate skills for quality healthcare provision for learning disabled people; this has to change. Sir Johnathon Michael (2008) recommendation 1 advises that all health professionals be competent in supporting learning disabled people in a non-discriminatory way - universities and employers urgently need to adhere to this recommendation. Professionals, learning disabled people and carers state learning disability nurses are vital to acquiring human rights - increased international commissioning for learning disability nurses to enable quality healthcare, education and advice to professionals is pressing.

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)0.036
metaresearch head score (Gemma)0.032
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.036
Threshold uncertainty score0.190

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0360.032
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.003
Bibliometrics0.0020.002
Science and technology studies0.0240.038
Scholarly communication0.0110.021
Open science0.0050.014
Research integrity0.0350.032
Insufficient payload (model declined to judge)0.0050.001

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 head0.072
GPT teacher head0.397
Teacher spread0.325 · 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 designNot applicable
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

Citations2
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Intellectual Disability - Diagnosis and TreatmentSame topicGeriatric Care and Nursing HomesFrench-language works237,207