2nd International Conference on Advances and Trends in Engineering Materials and their Applications (AES-ATEMA 2008). Cesena, Italy. 1-5 Settembre 2008
Bibliographic record
Abstract
Following the outstanding success of AES-ATEMA’ 2007 First International Conference that was held in Montreal (Canada), AES-ATEMA’ 2008 Second International Conference (Cesena, Italy: \nSeptember 1 -5, 2008) will continue to address important topics pertinent to advances and trends in engineering materials and their applications. Topics: \n· Nano- and micro-technology \n· Nano materials and systems \n· Applications of micro and nano-engineering \n· Nano and micromechanics \n· Interfaces and nanostructures \n· Advanced composite materials and structures \n· Hybrid materials and systems \n· Intelligent materials, adaptive and active structures, and their applications \n· Micro-electro mechanical systems and devices \n· Sensor and detector materials \n· Smart micro- and nano-electronic devices and systems \n· Films and membranes \n· Transport structure relations in fast ion and mixed conductors \n· Static, quasi-static and dynamic behavior \n· Inhomogeneous and discrete systems \n· Micro- , meso- and macro-mechanics \n· Materials under severe loading conditions \n· Mechanical and physical characterization \n· Concrete structures \n· Ceramic and non-metallic materials \n· Polymer matrix composites \n· Hybrid composites \n· Composite materials for infrastructure and non-conventional applications \n· Pavement materials and technology \n· Geologic materials \n· Advances in Architecture (materials and pertinent technologies)
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.171 | 0.097 |
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".