The Critical Characteristics of Community Legal Aid Clinics in Ontario
Bibliographic record
Abstract
RisuMtCet article examine le systhme de cliniques juridiques communautaires en Ontario en cette ann6e de son 30e anniversaire, et se penche tout sp~cialement sur les raisons de son succhs remarquable.I1 souligne le fait qu'alors que, dans d'autres juridictions, les services d'aide juridique ont r~tr~ci, le systhme de cliniques communautaires en Ontario a en fait grandi, et est maintenant universellement reconnu pour la solidit6 des services juridiques qu'il offre aux collectivit~s A faible revenus.L'article d~clare que les cliniques communautaires posshdent TROIS << caract6ristiques essentielles )) et que ce sont ces caract6ristiques qui expliquent leur succhs.Ces caract~ristiques essentielles sont : gouvernance par la collectivit6 locale; concentration sur des prestations de services juridiques pour les personnes et les collectivit~s d~favoris~es; et, offre d'une gamme vari~e de services pour satisfaire aux besoins de leurs collectivit~s.Dans des p6riodes d'6volution des besoins et de contraintes financihres, il est parfois tentant pour certaines personnes d'essayer de changer des programmes qui marchent trhs bien, ou d'essayer de les utiliser A des fins pour lesquelles ils n'avaient pas 6 cr6s.C'est particulihrement en ces temps de grande pression qu'il faut se rappeler des raisons qui avaient motiv6 la creation des cliniques communautaires, et comment leurs caract6ristiques uniques furent fa~onnes pour r~pondre A un ensemble bien particulier de besoins juridiques. * Lenny Abramowicz is the executive director of the Association of Community Legal Clinics ofOntario.Prior to this he has been a staff lawyer, executive director and board member at various community clinics in Ontario.The Critical Characteristics of Community Legal Aid Clinics in Ontario Legal aid, and, in particular, community law, is perhaps the single most important mechanism we have to make the equal rights dream a reality (Ontario's Chief Justice, the Honourable R. Roy McMurtry).1
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".