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
Contents/Contenu : Gustave Goldmann: A Study of First Nations and Metis Peoples. Living in Edmonton, Vancouver and Winnipeg - Nobuhiro Kishigami: The Inuit's Migration Patterns and Drastic Population Increase in Urban Centers of Canada - Arti Nanavati: Social Capital, Cultural Attributes and Economic Wellbeing. Correlates of Immigrants and Native Born in Canada - Ana Dalia Huesca Dehesa: La importancia de la inmigracion latinoamericana en Montreal y las tendencias en empleo de las Tecnologias de la Informacion y de Comunicacion (TIC) - Ofelia Beatriz Scher: Canada, Argentina y Chile. Migraciones economicas y exilios politicos - Francisco Colom Gonzalez: Cultures, Norms and Beliefs in the Legal Arena. The Normative Problems of Legal Pluralism in a Context of Ethno-Religious Diversity - Dirk Hoerder: One Identity or Many? The Promise and Challenge of Multi-Canada - Masako Iino: To Be a Good Canadian Citizen, Be a Good Buddhist: An Example of Cultural Challenges of Migration in Canada - Andrea Strutz: Effects of the Cultural Capital in Careers of Young Austrian Jewish Refugees in Canada. A Biographical Approach to their Life Stories - Yvonne Volkl : (D)ecrire la vie en tant qu'enfants rescapes. La representation du trauma dans les ecritures migrantes juives au feminin du Quebec - Caitlin Gordon-Walker: Mapping National Identity: International Migrations in a Universal Museum - Afef Benessaieh: Boas Goes to Americas: The Emergence of Transamerican Perspectives on Culture - Martin Loschnigg: Spaces of Immigration and their Models in Contemporary Canadian Literature - Laura Rizza: Any Known Blood: A Challenge of Canadian Multiculturalism - Martin Kuester/Julia Michael: Narrativizing Migration - The Mennonite Case: Collective vs. Individual Memories - Ana Maria Fraile: Reconsidering the Ethical Boundaries of Asylum in Michael Helm's Cities of Refuge - Klaus-Dieter Ertler : Chasses-croises canado-argentins. Le silence obscene des miroirs de Daniel Castillo Durante - Michal Krzykawski : (Im)migrant vs. Nomade. Pour une theorie de l'ecriture deterritorialisee - Piotr Sadkowski : Des mythes migrateurs au Quebec et en France - Zila Bernd : Lire les litteratures de la migration a partir des vestiges memoriels - Maria Fernanda Arentsen : Relations culturelles et groupes vulnerables : immigrants et personnes en situation de handicap - Martin Howard: Language Acquisition among Immigrants in Quebec and Canada: Issues of Policy versus Constraints in Practice - Chelva Kanaganayakam: Translating Across Cultures in Multicultural Canada - Emperatriz Arreaza-Camero: Oh Canada: Algunas miradas latinas a la migracion desde el cine canadiense - Aritha van Herk: Going Up and Down the Road: Reprise, Return and Restlessness - George Elliott Clarke: Reading the Africville Novel or Displacing Race.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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