Bibliographic record
Abstract
Abstract International Groundwater Conference on sustainable development and management of groundwater resources in semi‐arid regions with special reference to hard rocks Dindigul, Tamilnadu, India 20–22 February 2002 Contact: Conference Secretariat IGC2002, NGRI, Uppal Road, Hyderabad 500007, India Tel: +91 40 7170141 Fax: +91 40 717 1564 E‐mail: postmast@csngri.ren.nic.in International Conference on geochemical processes with long‐term effects in anthropogenically affected seepage and groundwater Bremen, Germany 4–7 March 2002 Organised by the University of Bremen Contact: Fachbereich 5—Geowissenschaft, Universität Bremen, Postfach 330 440, D‐28334, Bremen, Germany Tel: +49 421 218 3393 Fax: +49 421 218 4321 E‐mail: hdschultz@uni‐bremen.de Website: www.geochemie.uni‐bremen.de Euroconference on Methods to Define Geovisualisation Contents for Users Needs Albufeira (Algarve), Portugal 9–14 March 2002 Contact: Dr Josip Hendekovic or Astrid Quak for more information Tel: +33 388 76 71 35 Fax: +33 388 36 69 87 Website: www.esf.org/euresco/02/Ic02179 UNESCO International Hydrology Programme Flow Regimes from International Experimental and Network Data Bridging the Gap between Research and Practice Cape Town, South Africa 18–22 March 2002 Tel: +27 46 6224014 Fax: +27 46 6229427 E‐mail: FRIEND@iwr.ru.ac.za Website: http//www.ru.ac.za/institutes/iwr International Conference on Water Resources Management in Arid Regions Kuwait 23–27 March 2002 Organised by the Kuwait Institute for Scientific Research Contact: KISR, PO Box 24885, 13109 Safat, Kuwait Fax: +965 48 18 482 E‐mail: mrashed@kisr.edu.kw International Groundwater Symposium—Bridging the Gap between Measurements and Modelling in Heterogeneous Media Berkley, California, USA 25–29 March 2002 Contact: Dr Angelos Findikakis, Bechtel, Mail Stop 333/12/C34, PO Box 3965, San Francisco, California, USA Tel: +1 415 768 8550 Fax: +1 415 768 4898 E‐mail: anfindik@bechtel.com 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<
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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 | 0.002 | 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) | 0.895 | 0.810 |
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".