The 18th International Workshop on Advanced Infrared Technology and Applications (AITA 2025)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
First held in 1992, AITA is an international conference that aims to present state-of-the-art research and recent applications in the field of infrared spectral range technology. The AITA workshop has been consistently supported and organized by the following organizations: Fondazione “Giorgio Ronchi”, the Istituto di Fisica Applicata “Nello Carrara” (CNR-IFAC), the Istituto per le Tecnologie della Costruzione (CNR-ITC), the Istituto di Scienza e Tecnologie dell’Informazione “Alessandro Faedo” (CNR-ISTI), the Istituto di Biofisica (CNR-IBF), the Istituto di Scienze dell’Atmosfera e del Clima (CNR-ISAC) and the Politecnico di Torino. The 18th International Workshop on Advanced Infrared Technology and Applications (AITA 2025), held in Kobe, Japan, was organized by the Japanese Society for Non-Destructive Inspection (JSNDI) and co-organized by Kobe University.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it