Bibliographic record
Abstract
Abstract Hydrofractals '03 Ascona, Switzerland 24–29 August 2003 Sponsor: Institute of Hydromechanics and Water Resources Management Contact: L.∼Dowse, IHW, ETH Zurich, ETH Honggerberg, HIL G 32.3, CH‐8093 Zurich, Switzerland Tel: +41‐1‐633‐38‐13 Fax: +41‐1‐633‐10‐61 E‐mail: hydrofractals@ihw.baug.erthz.ch Website: www.ihw.ethz.ch/hydrologie/hydrofractals03/index.html Stockholm Water Symposium 11–14 August 2003 Organised by Stockholm International Water Institute (SIWI) in Stockholm, Sweden, Check the website for the latest information www.siwi.org/waterweek2003 The 32nd International Geological Congress (32IGC) Florence, Italy 20–28 August 2004 Website: www.32igc.org 54th International Executive Council—20th European Conference Montpellier, France 14–19 September 2003 Organisers: ICID‐CIID E‐mail: icid@icid.org Conference on Groundwater in Fractured Rocks Prague, Czech Republic 15–19 September 2003 Organised by the IAH Working Group on Hard Rock Hydrogeology. INFO: Jiri Krasny E‐mail: krasny@natur.cuni.cz Web: http://www.natur.cuni.cz/gwfr2003 Download INFO Update Geographic Information (GI) for Utilities & Telecoms AGI Conference at GeoSolutions 2003 London, UK 16–18 September 2003 Contact: T. Cullen E‐mail: tcullen@cmpinformation.com Website: http://www.cmpinformation.com Modflow and More 2003: Understanding through Modeling Golden, CO, USA 17–19 September 2003 Abstracts due: 20 April 2003 Notification of Acceptance: 20 May 2003 Manuscripts due: 20 July 2003 Ice‐Breaker Evening: 16 September 2003 Organisers: IGWMC Tel: 303/273 3103 Fax: 303/384 2037 E‐mail: igwmc@mines.edu 2003 IAH‐CNC/CGS Conference Winnipeg, Manitoba, Canada The 4th annual IAH‐CNC/CGS Groundwater Speciality Conference will be held in Winnipeg, Manitoba, Canada from Sept 29–Oct 1, 2003. Speciality sessions will be held on Groundwater Management and Protection, Radioactive Waste Management and Prairie Hydrogeology. International Conference on Coupled T‐H‐M‐C Processes in Geosystems: Fundamentals, Modelling, Experiments and Applications (GEOPROC‐2003) Stockholm, Sweden 13–15 October 2003 Contact: Professor Ove Stephansson, KTH, S‐100 44 Stockholm, Sweden Tel: +46 8 790 7906 Fax: +46 8 790 6810 E‐mail: ove@kth.se Website: www.geoproc.org Conference on Research Basins and Hydrologic Planning Huangshan City (Tunxi), China 14–22 October 2003 Contact: Conference Secretariat RBHP, Anhui and Huai River Water Resources Research Institute, 771 Zhihuai Road, Bengbu 233000, P.R. China E‐mail: rbhp2003@vip163.com Or Co‐organiser Klaus‐Peter Seiler (Munich) E‐mail: seiler@gsf.de Website: http://www.gsf.de/OA/kong.htm Achieving Sustainable Water Resources in Areas Experiencing Rapid Population Growth Atlanta, Geogia, USA 19–22 October 2003 Website: http://www.aihydro.org Second International Symposium on Underground Injection Science and Technology Berkeley, CA, USA 22–25 October 2003 Contact: Chin‐Fu Tsang, Lawrence Berkeley National Laboratory E‐mail: cftsang@lbl.gov Website: www.lbl.gov/conferences/UIST The Geological Society of America, Annual Conference 2003 Washington State Convention and Trade Centre, Seattle, Washington, USA 2–5 November 2003 Contact: Seattle Technical Program Chair, Dave Bush E‐mail: dbush@westga.edu AGU (American Geophysical Union) 2003 Fall Meeting
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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 | 0.002 | 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 | 0.849 |
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".