Bibliographic record
Abstract
Architect Zbigniew Abrahamowicz is crucial figure for post war history of architecture in Polish city of Szczecin.However, his realized body of work is significant and spans from single family houses through public spaces to larger public buildings like churches and amphitheater it was not studied enough and not only in my opinion it needs thorough and systematical analysis.His buildings draw from modernist ideas and vocabulary but are rooted in local tradition and thus always context friendly.Love of nature is clear in his design approach.Abrahamowicz was outstandingly prolific architect and there is a lot of built evidence of his activity but as he never spoke or wrote about his ideas and work, it lacks theoretical reflection.Almost 30 years after his passing it is applicable to study his heritage and draw conclusions from it.Paper presents tracing of sustainable aspect in Zbigniew Abrahamowicz built work through analysis of design ethos, contexts, forms (compactness of volumes, elevations openings ratio), building techniques, materials used and new uses and alterations introduced.Methodology applied was defined by available materials: research based on archival query (original design drawings, texts on Abrahamowicz architecture published in local newspapers and countrywide magazines), interviews (with his friends and co-workers), analysis of plans and elevations of his buildings, interpretation of gathered material.To conclude, there is at least two general ways of understanding sustainability: one is about keeping ecological equilibrium and the other is about continuity.In times of Abrahamowicz professional activity term 'sustainability' was not present in architectural discourse in Poland but we can find the notion of continuity in any of his work.His houses and especially public buildings are still serving its purposes, some of them are upgraded and, what is perhaps more important, are popular and loved by people of Szczecin.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".