Bibliographic record
Abstract
Abstract European Geosciences Union, 1st General Assembly Nice, France 25–30 April 2004 Website: http://www.copernicus.org/EGU/ga/egu/04 Geographic Information Systems (GIS) and Water Resources III Nashville, TN 17–19 May 2004 Website: http://www.awra.org/meetings/Nashville2004/index.html CGU/AGU/SEG Montreal, Quebec 17–21 May 2004 Website: http://www.agu.org/meetings/sm04/ North American Genthological Society Meeting Vancouver, BC 6–10 June 2004 Website: http://benthos.org/index.cfm 61 Eastern Snow Conference Portland, Maine, USA 9–11 June 2004 Website: http://www.easternsnow.org/ International Conference on Groundwater Vulnerability Assessment and Mapping Sosnowiec, Poland 16–19 June 2004 Contact: Dr Andrzej J. Witkowski, Secretariat of the Conference, University of Silesia, Bȩdzińska Str., 60, 41‐200 Sosnowiec, Poland Tel: +48 32 291 68 88 Fax: +48 32 291 58 65 E‐mail: switkows@us.edu.pl Website: http://khgi.wnoz.us.edu.pl/vulnerability.htm Riverflow 2004–Second International Conference on Fluvial Hydraulics Naples, Italy 23–25 June 2004 Website: http://www.riverflow2004.unina.it Riparian Ecosystems and Buffers: Multi‐Scale Structure, Function and Management Olympic Valley, CA 28–30 June 2004 Website: http://www.awra.org/Olympic2004/index.html BHS International Conference on ‘Hydrology: Science and Practise for the 21st Century’ Imperial College, London 12–16 July 2004 Contact: Dr Adrian Butler Tel: 020 7954 6122 Fax: 020 7594 6124 E‐mail: a.butler@ic.ac.uk Website: http://www.hydrology.org.uk/index.html Italia 2004 32nd International Geological Congress “From the Mediterranean Area Toward a Global Geological Renaissance” Geology, Natural Hazards and Cultural Heritage Florence 20–28 August 2004 Contact: Chiara Manetti, Dipartimento di Scienze della Terra, Via La Pira, 4‐50121 Firenze, Italy Tel/Fax: +39 055 2382146 Email: casaitalia@geo.unifi.it Good Water Governance for People & Nature: What Roles for Law, Institutions, Science & Finance Dundee, Scotland 29 August–1 September 2004 Website: http://www.awra.org/meetings/Dundee2004/index.html XXXIII Congress of IAH—Conference on Groundwater Flow Understanding: From Local to Regional Scale. Joint Conference IAH/ALHSUD Mexico 11–15 October 2004 E‐mail: aih@igris.igeograf.unam.mx Website: www.igeograf.unam.mx/aih Acid Rain 2005 7th International Conference on Acid Deposition Prague, Czech Republic 12–17 June 2005 Contact: Jaroslav Santroch Czech Hydrometeorological Institute, Na Sabatce 17, 14306 Prague 4, Czech Republic Tel: +420 24 1765803 Fax: +420 24 1760689 E‐mail: info@acidrain2005.cz Website: http://www.acidrain2005.cz If you would like your conference included please E‐mail details to Anne Flynn. E‐mail: aflynn@wiley.co.uk Copyright © 2004 John Wiley & Sons, Ltd.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.861 | 0.761 |
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".