Achievements of Finnish-Russian research cooperation in Friendship Park research Centre
Bibliographic record
Abstract
s, 39. Salmi T., Suvanto L., Hanski I. et al. Population biology and genetics of Populus tremula and the taxa associated with it / Karjalainen L. & Kuuluvainen T. (eds.). Disturbance Dynamics in Boreal Forests. Restoration and management of biodiversity. Kuhmo, Finland, August 21–25, 2000. Abstracts, 86. Tahvanainen T., Sallantaus T., Heikkila R. & Tolonen K. 2000: Spatial variation in surface water chemistry on a sloping aapa-fen, northeastern Finland. In: Quebec 2000: Millennium Wetland event. Program with abstracts, 454. Varkonyi G., Hanski I., Rost M. & Itamies J. Host-parasitoid dynamics drive periodic occurrence of boreal moths / Heikkila R. (ed.). Biodiversity and conservation of boreal nature. Nature Reserve Friendship 10 years anniversary symposium. Kuhmo, Finland 16.– 19.10.2000. Abstracts, 47. Varkonyi G., Kuussaari M. & Lappalainen H. Dispersal behaviour of boreal Xestia moths in old-growth forest corridors / Karjalainen L. & Kuuluvainen T. (eds.). Disturbance Dynamics in Boreal Forests. Restoration and management of biodiversity. Kuhmo, Finland, August 21–25, 2000. Abstracts, 54. Varkonyi G., Kuussaari M., Lappalainen H. et al. Species richness in small fragments of old-growth forest / Karjalainen L. & Kuuluvainen T. (eds.). Disturbance Dynamics in Boreal Forests. Restoration and management of biodiversity. Kuhmo, Finland, August 21–25, 2000. Abstracts, 55. Gu W., Heikkila R. & Hanski I. Estimating the consequences of habitat fragmentation on extinction risk in dynamic landscapes // The First Workshop on Information Technologies Application to Problems of Biodiversity and Dynamics of Ecosystems in North Eurasia (WITA 2001). Abstracts, 362. Russian Academy of Sciences, Siberian Branch. Novosibirsk, Russia. Heikkila R. & Lindholm T. Ecohydrological basis to protect Kauhaneva mire system, western Finland / Veselov A. E., Danilov P. I., Ieshko E. P., Kitaev S. P., Kuznetsov O. L. & Nemova N. N. (eds.). Biodiversity of the European North (theoretical basis of the study, sociolegal aspects of the use and conservation): Abstracts, presented to the international conference September 3–7, 2001, Petrozavodsk, 2001. 242. Varkonyi G., Hanski I., Rost M. & Itamies J. Periodic occurrence of boreal Xestia moths (Lepidoptera: Noctuidae) and a host-parasitoid hypothesis. Parasitic Hymenoptera: Taxonomy and biological control. 14–17 May 2001, Koszeg, Hungary. 2001. Abstract. Heikkila R. & Heikkila H. Threatened mire bryophytes in Finland / Vergne V., de Foucault B. & Julve P. (eds.). IMCG Biennial International Symposium France 2002 (Excursion, congress and conference) 10 – 22 July 2002. Abstracts. Laitinen J., Heikkila R. & Rehell S. 2002: Habitats of Sphagnum molle in Finland – manifestations of seasonal drought and disturbance / Sastad S. & Rydin H. (eds.). Third international symposium on the biology of Sphagnum, Uppsala Trondheim August 2002: schedule and abstracts, 16. Norges teknisk-naturvitenskapelige universitet Vitenskapsmuseet. Rapport Botanisk Serie 2002-3. Varkonyi G., Hanski I., Rost M., Itamies J. 2003: Periodic boreal moths: Population dynamic consequences of interaction with natural enemies. Abstracts from the XIII International Entomophagous Insects Workshop. 30pp. Journal of Insect Science,s from the XIII International Entomophagous Insects Workshop. 30pp. Journal of Insect Science, 3:33, Available online: insectscience.org/3.33 Lindholm T., Heikkila R., Kuznetsov O. & Makila M. Ypayssuo, a huge East Fennoscandian proposed RAMSAR mire site in Russian Karelia / Barry M. (ed.). IMCG Scientific Symposium in South Africa 24–25 September 2004. Management Challenges for Wetlands, Mires and Peatlands in the 21 Century. Abstracts, 13. Heikkila R. GIS analysis of nature reserve networks, 13. Heikkila R. GIS analysis of nature reserve network and key biotopes in Kainuu province, eastern Finland / Taskaev A. I., Loskutova O. A., Ponomarev V. I., Rapota I. V. & Tjupenko T. I. (eds.). International Contact Forum on Habitat Conservation in the Barents Region, Syktyvkar 19 to 25 September 2005. Abstracts, 182–183. Galanina O. & Heikkila R. The impact of forestry on springs and spring fens on the Green Belt of Fennoscandia / Hokkanen T. J. (ed.). Seminar on the Green Belt of Fennoscandia, biosphere reserves and model forests: Can the interests of forestry, local people and nature conservation be combined? Ilomantsi, North
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.079 | 0.032 |
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".