Bibliographic record
Abstract
Abstract European Geophysical Society (EGS) XXVII General Assembly Nice, France 22–26 April 2002 Contact: EGS Office, Max‐Planck‐Str 13, 37191 Katlenburg‐Lindau, Germany Tel: +49 5556 1440 Fax: +49 5556 4709 E‐mail: egs@copernicus.org Website: http://www.copernicus.org/EGS/ International Symposium on the Interactions between Sediments and Water Banff, Alberta, Canada 5–10 May 2002 Organised by the International Association of Sediment Water Science. Contact: Dr Ellen Petticrew, University of Northern British Columbia, 3333 University Way, Prince George, BC Canada, V2N 4Z9 Tel: +1 250 960 6645 Fax: +1 250 960 5538 E‐mail: iasws@unbc.ca 2002 International Groundwater Conference: Balancing the Groundwater Budget Darwin, Australia 12–17 May 2002 Sponsor: International Association of Hydrogeologists (IAH), Australian National Chapter Contact: D Foo, 1AH (NT) PO Box 95, Palmerston, NT 0831, Australia Fax: +61 8 8999 3666 E‐mail: des.vinfoo@nt.gov.au Website: http://www1/octa4.net.au/iahnt/conference.htm NATO ASI on Data Assimilation for the Earth System Hotel Villa del Mare, Acquafredda, Maratea, Italy 19 May–1 June 2002 Website: http://darc.nerc.ac.uk/asi 2002 AGU Apring Meeting Washington, DC, USA 28 May–1 June 2002 Contact: AGU Meetings Department, 2000 Florida Avenue, NW, Washington, DC 20009 USA Tel: +202 462 6900 Fax: +1 202 328 0566 E‐mail: meetinginfo@agu.org Website: http://www/agu.org/meetings XIV International Conference on Computational Methods in Water Resources Delft, The Netherlands 23–28 June 2002 Phone: +31‐152‐785074 Fax: +31‐152‐785915 Website: http://cmwr2002.citg.tudelft.nl Biennial Meeting of the International Environmental Modelling and Software Society Theme: Integrated Assessment and Decision Support University of Lugano, Switzerland 24–27 June 2002 Contact: Dr Andrea Rizzoli, Istituto Dalle Molle di Studi Sull' Intelligenza Artificiale, Galleria 2, CH‐6928 Manno, Switzerland Tel: +41 (0)91 6108664 Fax: +41 (0)91 6108661 E‐mail: andrea@idsia.ch Fifth International Conference on Hydroinformatics Cardiff School of Engineering, Cardiff University, Cardiff, Wales, UK 1–5 July 2002 Contact: Cherrie Summers, Hydroinformatics 2002 Secretariat Tel/Fax: +44 (0)29 2087 4421 E‐mail: SummersC@cardiff.ac.uk Website: http://www.cf.ac.uk/engin/news/confs/hydro/index.html The 11th International Conference for Science Editors Global Science Communication in the New Century Beijing, China 24–29 August 2002 Contact: Tel: 86 10 68597750/68597751 Fax: 86 10 68597748 E‐mail: cllan@cashq.ac.cn Website: http://www.cessp.org.cn/ifse.htm Annual Conference of the Society for Ecological Restoration: “Restoration Across Borders” Niagra Falls, Ontario 4–6 October 2001 E‐mail: SER2001@niagrac.on.ca Website: http://www.river‐management.org/conferences.html Wetland Soils and Hydrology Albuquerque, New Mexico 7–10 October 2001 Registration: $875 Information: Wetland Training Istitute, Post Office Box 31, Glenwood, New Mexico, 88039 Tel: 877/792‐6482 E‐mail: getinfo@wetlandtraining.com Website: http://www.river‐management.org/conferences.html 2002 Annual Water Resources Conference Philadelphia, Pennsylvania 4–7 November 2002
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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) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.860 | 0.767 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".