Bibliographic record
Abstract
"'Like the Polish flag, composed of two contrasting colors, red and white, my memoirs are cast in red and white. 'Red' treats largely my wartime life in Europe, life full of blood and death. My success in that part of my life was survival. 'White' represents my successful migration and peaceful life in America'--from the Preface; Born after World War I into an educated and progressive Polish family, Peter F. Dembowski was a teenager during the joint occupation of Poland by Nazi Germany and the Soviet Union. His account of life as a young Polish soldier, as an immigrant to Canada, and finally as an American professor is a gripping narrative of life before, during, and after the horrors of World War II. Skillfully weaving a tapestry of emotion and history, Dembowski recounts the effects of loss: at age twelve, his father's death; and later, the arrest of his mother and sister by the Gestapo and their execution in 1942 in the women's concentration camp of Ravensbruck. Balancing those tragedies, Dembowski recalls the loving care given him by Janina Dembowska, the wife of his paternal uncle, as well as the inspiring strength of character he witnessed in his teachers and extended family. Still a very young-looking teenager, Dembowski became involved with the Polish Underground in 1942. Suspected as a konspirator, he was incarcerated in Pawiak Prison and later, after a rare release, fought in the Warsaw Uprising of 1944. His on-the-ground account describes the deprivations Polish soldiers faced as well as the fierce patriotism they shared. With the defeat of the Uprising, he was deported to Sandbostel; once liberated, he joined the Polish Army in Italy, serving there for two years. In 1947, Dembowski made the momentous decision not to return to Poland but rather to emigrate to Canada. We learn of his stint as a farmhand and, later, of his studies at the University of British Columbia in Vancouver. He continued his education
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".