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
ABSTRACT Applications such as high power LED lighting and under hood automotive require a solder alloy to operate at temperatures higher than 150 °C where common leaded and lead-free alloys would be prone to failure. In order to develop a suitable solder alloy for harsh environment we need to understand the role of each alloying element added into the solder alloy and identify to what extend can benefit a solder joint from metallurgical and reliability point of view. Therefore, in this work a systematic study on the effects of Bi, Sb, Ag, Cu and Ni on mechanical and thermal behavior of Sn-based alloys is presented. Based on this systematic approach and other research presented earlier a new multicomponent solder alloy for demanding applications is presented. In this metallurgical approach, the evolution of microstructure and mechanical properties with alloying elements and thermal effects are emphasized as the key parameters when developing solder alloys for demanding applications.
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 | 0.001 | 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