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Record W2091536405 · doi:10.1080/15487760490884720

Redirection Through Education: Meeting the Challenges

2004· article· en· W2091536405 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueAmerican Journal of Psychiatric Rehabilitation · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Learning Practices
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyMedical educationMedicine

Abstract

fetched live from OpenAlex

Abstract Established in 1973, Redirection Through Education (RTE) is a full-time supported education program for adult consumer/survivors seeking to return to postsecondary educational environments, with the ultimate goal of employment and/or participation in other productive activities within their communities. RTE is onsite at Toronto's George Brown Community College, and serves an average of 100 students at a time. This article explains the history of RTE, as well as providing an understanding of its program structure, stakeholder collaborations, challenges and barriers, and student outcomes. The authors would like to thank the students of RTE for sharing their stories and perspectives for this article. Notes 1Richard completed the RTE program in 2001. He has just completed his first year in the Community Worker Program at George Brown College and is planning to do his practicum with a community economic development initiative in Cuba. 2Barb graduated in April 2002. She won an outstanding Student Award in the Transitional Year program at the University of Toronto and was offered a research assistant position. She is currently a second year BA student at the University of Toronto. *Work included: receptionist; day-care assistant, ESL tutoring; desk-top publishing; assistant in tanning salon; teller; restaurant work; office work (3); cashier; security; caretaker; social work (2); construction; computer consulting; cleaning; vocational training (4). Education included: Early Childhood Education; Community Worker Program; Career and Work Counsellor Program; Sign Graphics; Apparel Construction; Upgrading (2); Desk-Top Publishing (2); Computer Training (2) Reflexology; Cake Decorating. 3Dana completed the RTE program in July 2002. He has successfully completed his first year in the Child and Youth Worker Program at George Brown College and is working as a Teacher's Aid with the Toronto District School Board.

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)0.003
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation 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 score0.535
Threshold uncertainty score0.432

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
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 head0.015
GPT teacher head0.368
Teacher spread0.352 · 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