Bibliographic record
Abstract
Celebrating Osgoode Research\nOsgoode Hall Law School’s impressive record of scholarship will be showcased at the 2014 Osgoode Research Celebration on Wednesday.\nThe event, which is part of Osgoode@125 celebrations marking the 125th anniversary this year of the Law School’s founding in 1889, will feature opening remarks by Osgoode Dean Lorne Sossin and Robert Haché, York’s Vice-President Research & Innovation, three panel discussions with Osgoode faculty, and the official launch of the Osgoode Digital Commons, the school’s new open-access institutional repository.\nOsgoode has become the first law school in Canada to provide free online access to its legal scholarship. “The Osgoode Digital Commons is part of the Law School’s commitment to better preserve, organize and disseminate research — from research articles published by Osgoode faculty, to guest lectures, conference proceedings, theses, even videos and photo galleries,” says Osgoode’s Chief Law Librarian Louis Mirando, who has spearheaded the Digital Commons project and will speak at the event.\nThe Osgoode Research Celebration – organized by the school’s Research Office under the direction of Professor Carys Craig, Associate Dean, Research & Institutional Relations – is an annual event that draws attention to Osgoode as a hub of intellectual activity. The theme of this year’s celebration is Forging a Just and Sustainable World.\n“We are extremely proud of our talented and hard-working faculty and graduate students with their ambitious and ground-breaking research agendas,” says Craig. “This is a terrific occasion for us to recognize their efforts and celebrate their accomplishments. It is also a wonderful opportunity for us to showcase and share the results of Osgoode research with colleagues and students across the University and beyond. Our rapid-fire panel presentations will focus on strategies for the dissemination and mobilization of knowledge in furtherance of a just and sustainable world, which reflects Osgoode’s commitment to producing research that makes a difference.”\nRobert Haché, York’s Vice-President Research & Innovation, said the University is “delighted to celebrate Osgoode Hall Law School’s 125th anniversary – an incredible accomplishment and growing testament to its strengths and successes in education, research and training, global outreach and community engagement in the legal profession.”\nHe noted that the Osgoode Research Celebration’s theme Forging a Just and Sustainable World is “one of the six comprehensive research strengths referenced in the Strategic Research Plan. We invite the York community to join us for this celebration.”\nThe Osgoode Research Celebration will take place on Wednesday, October 1 from 12.30 to 2.30 p.m. in Room 2027 of Osgoode’s Ignat Kaneff Building. Lunch will be provided. RSVP by noon on Tuesday at: bit.ly/osresearch Event Code: CELEBRATION
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 | 0.009 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.012 | 0.006 |
| Scholarly communication | 0.016 | 0.006 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.138 | 0.040 |
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".