Bibliographic record
Abstract
Preface.- Tsunami and Its Hazard in the Indian and Pacific Oceans: Introduction to the Topical Issue.- The 26 December 2004 Sumatra tsunami: Analysis of Tide Gauge Fata from the World Ocean: Part 1. Indian Ocean and South Africa.- Quantification of Hydrophone Records of the 2004 Sumatra Tsunami.- Seismic Records of the 2004 Sumatra and Other Tsunamis: A Quantitative Study.- MTSU: Recovering Seismic Moments from Tsunameter Records.- The Tsunami of 26 December 2004: Numerical Modeling and Energy Considerations.- Field Survey of Tsunami Effects in Sri Lanka due to the Sumatra-Andaman Earthquake of December 26, 2004.- Field Signatures of the SE-Asian Mega-Tsunami Along the West Coast of Thailand Compared to Holocene Paleo-Tsunami From the Atlantic Region.- Eye Witness Accounts of the Impact of the 1998 Aitape Tsunami, and of Other Tsunamis in Living Memory, in the Region From Jayapura, Indonesia, to Vanimo, Papua New Guinea.- Phases Representing Source Lengths of Tsunamis in Tide Gauge Records.- Numerical Simulations of Tsunami Waves and Currents for Southern Vancouver Island from a Cascadia Megathrust Earthquake.- Overview of Holocene Tsunami Deposits Along the Nankai, Suruga, and Sagami Troughs, Southwest Japan.- Micromorphological Analysis of Coastal Sediments from Willapa Bay, Washington, USA: A Technique for Analysing Inferred Tsunami Deposits.- Volcanogenic Tsunamis in Lakes: Examples from Nicaragua and General Implications.- Estimation of Tsunami Hazard in New Zealand due to South American Earthquakes.- Tsunami Assessment for Risk Management at Nuclear Power Facilities in Japan.- Logic-tree Approach for Probabilistic Tsunami Hazard Analysis and its Applications to the Japanese Coasts.- Conditional Probability Approach of the Assessment of Tsunami Potential: Application in Three Tsunamigenic Regions of the Pacific Ocean.- Steps Towards the Implementation of a Tsunami Detection, Warning, Mitigation and Preparedness Program for Southwestern Coastal Areas of Mexico.- A study on Tsunami Wave Fission in an Undistorted Experiment.-
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.022 | 0.004 |
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".