Bibliographic record
Abstract
Abstract 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/ 7th UNESCO IAHS Kovacs Colloquium: Scales in Hydrology and Water Management Paris, France 4–5 June 2004 Email: ihp@unesco.org NOVATECH 2004 5th International Conference on Sustainable Techniques and Strategies in Urban Waste Management Lyon, France 6–10 June 2004 Email: novatech@graie.org 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/ 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
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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 | 0.003 |
| Science and technology studies | 0.002 | 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) | 0.901 | 0.827 |
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".