Working futures?Disabled people, policy and social inclusion
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.
Bibliographic record
Abstract
Part 1: Work, welfare and social inclusion: challenges, concepts and questions: Working futures: critical debates in disability employment policy ~ Alan Roulstone The missing million: the challenges of employing more disable people ~ Kate Stanley Part 2: The current policy environment: New deal for disable people: what is new about New Deal? ~ Bruce Stafford Work preparation: a preparation for a real job or part of the revolving door? ~ Sheila Riddell and Pauline Banks Legislating for equality: evaluating the Disability Discrimination Act 1995 ~ Nigel Meager and jennifer Hurtsfield Disability frameworks and monitoring disability in local authorities: a challenge for the proposed Draft Disability Bill ~ Ardha Danieli and Carol Woodhams Job retention: a new policy for disabled people ~ Geof Mercer Benefits and tax credits: enabling systems or constraints? ~ Anne Corden Challenging the disability benefit trap across the OECD ~ Mark Pearson and Christopher Prinz Jobcentre Plus: can specialised personal advisors be justified? ~ Patricia Thornton Disability and employment: global and national influences in New Zealand, Canada and Australia ~ Neil Lunt Disabled people and 'employment' in the majority world: policies and realities ~ Peter Coleridge Part 3: Towards inclusive policy futures: Employment policy and practice: a perspective from the Disabled Peoples' Movement ~ David Gibbs The relevance of the social model of disability for the work aspirations of people with enduring mental health problems ~ Jennifer Secker and Bob Grove Enabling futures for people with learning difficulties: exploring the employment realities behind the policy rhetoric? ~ Danny Goodley and Ghashem Nourouzi Barriers to labour market participation: the experience of Deaf and hard of hearing people ~ Jennifer Harris and Patricia Thornton Work matters: visual impairment, disabling barriers and employment options ~ Phillipa Simkiss Disabled people and employment: the potential impact of European policy ~ Hannah Morgan Missing pieces: the voluntary sectors' potential for inclusive employment ~ Lorraine Gradwell Professional barriers and facilitators: policy issues for an enabled salariat ~ Bob Sapey and Jeannine Hughes Disabled people, the State and employment: historical lessons and welfare policy ~ Jonathan Warren Work is a four letter word: disability, work and welfare ~ Colin Barnes and Alan Roulstone Conclusions.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it