Bibliographic record
Abstract
Abstract Modelling Hydrological Responses in Ungauged Catchments Osnabrück, Germany 14–17 June 2004 Email: igl@ceh.ac.uk 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 Hydroinformatics 2004 Singapore 21–24 June 2004 Email: cvelsy@nus.edu.sg Riverflow 2004–Second International Conference on Fluvial Hydraulics Naples, Italy 23–25 June 2004 Website: http://www.riverflow2004.unina.it World Water and Environmental Resources Congress Salt Lake City, USA 27 June–1 July 2004 Website: http://www.asce.org/conferences/ewri2004 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 DEFRA Flood and Coastal Management Conference York, UK 29 June–1 July 2004 Email: rceg@defra.gsi.gov.uk 2nd Asia Pacific Association of Hydrology and Water Resources (APHW) Conference Singapore 5–8 July 2004 Watershed 2004 Michigan, USA 11–14 July 2004 Website: http://www.wef.org/conferences 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 XXIII Nordic Hydrological Conference Tallinn, Estonia 8–12 August 2004 Website: http://www.emhi.ee/english.English_Hydr_Inter‐new.php3 Hydro Vision 2004 Best Practices, New Ideas, Opportunities Montreal, Canada 16–20 August 2004 Website: http://www.hcipub.com/hydrovision/index.asp World Water Week and Symposium Stockholm, Sweden 16–20 August 2004 Website: http://www.siwi.org 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 XXII Conference of the Danubian Countries on the Hydrological Forecasting and Hydrological Bases of Water Management Brno, Czech Republic 30 August–2 September 2004 Email: michelot@geol.u‐psud.fr International Conference on Hydrology of Mountain Environments Berchtesgaden, Germany 27 September–1 October 2004 Email: schroeder@bafg.de XXXIII Congress of IAH—Conference on Groundwater Flow Understanding: From Local to Regional Scale. Joint Conference IAH/ALHSUD Mexico<
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.902 | 0.816 |
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".