The 19th Annual International Conference on Soils, Sediments and Water
Bibliographic record
Abstract
Conference at a Glance Monday, October 20, 2003 Workshops Workshops #1-2: 10:00am – 5:00pm Workshops # 3-4: 1:00 – 5:00pm Workshop # 5: 1:00 – 3:00pm Workshop # 6: 3:00 – 5:00pm Workshop # 1: Theory and Use of Field Portable X-ray Fluorescence for Soil Analysis Workshop # 2: In-Situ Chemical Oxidation Workshop Workshop # 3: TBA/MTBE Remediation Seminar Workshops # 4: A Practical Approach for Assessing Upward Vapor Instrusion Risk Workshop # 5: The Arsenic Nobody Wanted: Now What? A Panel Discussion on Arsenic in Communities Workshop # 6: Implementing the Massachusetts DEP's New Data Enhancement Policy - PRACTICAL Data Quality Tips for LSPs and other Data Users Tuesday, October 21, 2003 Platform Presentations 8:30am-Noon Session 1: Environmental Biotechnology Session 2: Department of Defense Training Ranges and Munitions Constituents: Challenges and Solutions Session 3: Regulatory / Legal Session 4: Remediation I 1:30pm-5:30pm Session 1: Bioavailability Session 2: Environmental Forensics Session 3: Bioremediation of Acid Mine Drainage and Removal of Metals Session 4: Phytoremediation Poster Session, 4:00 pm - 6:00 pm , Exhibit Area, First Floor, Campus Center Social: 4:30-6:00 pm Exhibit Area, First Floor Campus Center Workshops (Evening 7:00-10:00 pm) Workshop # 7: Simple Models for Estimating Contamination Impacts to Ground Water Workshop # 8: Understanding the Role of Anaerobic Biodegradation Processes in Passive and Enhanced Natural Attenuations Programs Workshops # 9: Application and Challenges in Groundwater Modeling for Environmental Forensic Investigations Wednesday, October 22, 2003 Platform Presentations 8:30 am-Noon Session 1: CCA Treated Wood – Regulations, Science and Risk Assessment; Part I Session begins at 8:00am Session 2: Perchlorate Session 3: Bioindicators of Environmental Health: Concepts and Application Session 4: Pay-for-Perfomance Remediation Technologies - Methods & Case Studies of Science & Economics 1:30pm-5:30pm Session 1: CCA Treated Wood – Regulations, Science and Risk Assessment; Part II Session 2: MTBE Session 3: Bioremediation Session 4: Analysis / Fate Poster Session, 4:00-6:00 pm, Exhibit Area, First Floor, Campus Center Social: 4:30-6:00 pm Exhibit Area, First Floor Campus Center Workshops (Evening 7:00-10:00pm) Workshop # 10: Detection and Quantitation Limits in Environmental Analysis Workshop # 11: Aerobic and Anaerobic Bioremediation and Monitored Natural Attenuation of VOCs Workshop # 12: Environmental Fate of Hydrocarbons in Soils and Groundwater Thursday, October 23, 2003 Platform Presentations 8:30 am-Noon Session 1: Remediation II Session 2: Risk Assessment and Risk Based Cleanup Session 3: Chemical Oxidation Session 4: Modeling and Site Assessment 1:30pm-5:30pm Session 1: Sediments Session 2: Heavy Metals Top
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.190 | 0.083 |
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".