Bibliographic record
Abstract
Zur Erforschung mechanischer Frostschaden in den Rebanlagen der Niagara-Halbinsel in der Provinz Ontario, Kanada, wurden wahrend der Winterhalbjahre 1974 bis 1977 Daten uber den Temperaturverlauf, das tangentiale Dehnungsverhalten und den Wassergehalt von Rebstokken gesammelt. Diese Daten bildeten die Grundlage fur Gefrierversuche mit frisch geschnittenen Stammproben von 3 bis 4 Jahre alten Vinifera-Rebstocken in einer temperaturprogrammierten Kammer. Warmeverhalten und Eisbildung im Rebstockgewebe wurden ferner mit Hilfe eines theoretischen Simulationsmodells analysiert. Simulationsdaten und Mesergebnisse zeigten sehr gute Ubereinstimmung und wiesen auf die enorme Bedeutung des Wasserhaushaltes fur den Umfang der Eisbildung und die damit in direktem Zusammenhang stehenden mechanischen Schaden hin. Sie unterstrichen die starke Rolle von abgeschlossener Holzreife und Auswahl trockener Standorte ohne frostbedingte Staunasse fur den erfolgreichen Anbau von Vinifera-Sorten im Kontinentalklima.
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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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".