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
The purpose of this paper is not to offer a complete history of all the Italian regional organizations in the Greater Toronto Area, but an attempt to review the most representative organizations, to describe their general aims and provide the background necessary for a better appreciation than has so far been possible. 1 The full story of these associations will only be within our reach when all the available archival and statistical sources are considered together with "memory culture."Upon beginning our research, we had to grapple with the preconceived notion that all regional groups concentrate almost exclusively on spaghetti dinners and festivities held at clubs dedicated to some obscure Italian town. 2 As we met and spoke with the representative members of the various groups we were surprised by the degree to which this opinion was unfounded.While festive elements are certainly a fundamental part of their activities, all groups adamantly declared that their goals are far broader.To this end, we were made aware of the numerous activities successfully concluded or planned for the near future.These ranged from lectures, conferences, publications, theatrical and operatic performances, concerts, films, exhibitions, to sporting events, workshops, and care for the elderly.To do justice to the subject matter we decided to supplement our studies and research by sending each regional group a brief letter outlining the nature and scope of our investigations, and the information requested of them.After having followed up on this with telephone conversations, appointments, wherever possible, were made to meet and discuss their activities and collect all the pertinent information.The complexity of the structural aspect of these organizations is _ not to be underestimated.Our research has revealed approximately 250 Italian regional groups of the over 400 Italian organizations of all types present in the Greater Toronto Area.The varied nature of these organizations spans everything from professional, sport, religious, social welfare, to social, cultural, and recreational
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 | 0.001 |
| 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) | 0.001 | 0.002 |
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