Building Community Through Archives: a Report on the Activities of the Canadian Slovenian Historical Society
Bibliographic record
Abstract
The Canadian Slovenian Historical Society (CSHS)/Kanadsko Slovensko zgodovinsko drustvo (KSZD) started with no fanfare and the most meager of resources, but with energy and perhaps a naive belief in its role within the community. In a sense, it has become the keeper of collective memory. The term, coined by Maurice Halbwachs in his seminal study The Social Frameworks of Memory (1925) posited that memories are formed through events that have affected society, although each member can remember individual aspects. Certainly emigration to Canada from Slovenia (in its various geo-political manifestations) informs the memory of all Canadians of Slovenian heritage. The work of the CSHS is to ensure that the memory, no matter how difficult or easy, does not become lost.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.007 | 0.013 |
| Science and technology studies | 0.021 | 0.005 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".